MCP Support #12
Merged@k33g wants to merge
feature/mcp-support into mainMerged as
9f12ae1ff256.39 files changed
modified
.tickets/issues/0004-do-we-need-mcp.yaml +222 -2 | @@ -6,7 +6,7 @@ author: | ||
| 6 | 6 | name: k33g |
| 7 | 7 | email: ph.charriere@gmail.com |
| 8 | 8 | createdAt: 2026-09-15T22:38:45.129Z |
| 9 | -updatedAt: 2026-09-22T20:57:39.912Z | |
| 9 | +updatedAt: 2026-09-23T23:30:00.000Z | |
| 10 | 10 | labels: [] |
| 11 | 11 | body: | |
| 12 | 12 | I would say no - use a CLI |
| @@ -88,6 +88,135 @@ body: | | ||
| 88 | 88 | Tickets 32 (`--prompt`) and 33 (invoke another mini-me) are mm *becoming* the CLI — the same bet as this ticket. For mm being **invoked**, the protocol question is ACP, not MCP-client, which is the instinct already written in 33. |
| 89 | 89 | |
| 90 | 90 | `plugins/mcp` also has a `server.go`: **mm exposing its own tools over MCP** is a different and cheaper question, and deserves its own ticket rather than being folded into this one. |
| 91 | + | |
| 92 | + --- | |
| 93 | + | |
| 94 | + ## Proposal: MCP Client as a Disabled-by-Default Builtin Tool (Vibe, 2026-09-23) | |
| 95 | + | |
| 96 | + ### Design Goals | |
| 97 | + | |
| 98 | + 1. **Disabled by default** — `mcpEnabled: false` in config, consistent with the existing pattern (`bashTool`, `editTools`) | |
| 99 | + 2. **Respect ALL existing contracts** — permissions, truncation, loop detection, error-as-text | |
| 100 | + 3. **Zero impact when disabled** — no discovery, no network calls, no dependency on `mcp-go` | |
| 101 | + 4. **Support both transport types** — stdio (process) and streamable HTTP | |
| 102 | + 5. **Handle authentication** — API keys, Bearer tokens, OAuth2 client credentials | |
| 103 | + 6. **Name collision protection** — prefix with server alias, reject duplicates | |
| 104 | + 7. **Graceful degradation** — server down = skip with warning, never crash | |
| 105 | + | |
| 106 | + ### Architecture Overview | |
| 107 | + | |
| 108 | + ``` | |
| 109 | + internal/mcp/ # New package | |
| 110 | + client.go # MCP client wrapper (stdio + HTTP) | |
| 111 | + config.go # MCPServer config + validation | |
| 112 | + discovery.go # Tool discovery + prefixing | |
| 113 | + | |
| 114 | + internal/tools/mcp.go # The mcp tool factory | |
| 115 | + | |
| 116 | + internal/config/config.go # Add MCPConfig | |
| 117 | + main.go # assembleMCP() alongside assembleLSP() | |
| 118 | + ``` | |
| 119 | + | |
| 120 | + ### Configuration Schema | |
| 121 | + | |
| 122 | + ```yaml | |
| 123 | + mcp: | |
| 124 | + enabled: false # Disabled by default | |
| 125 | + permissions: ask # Per-server override possible; default = ask | |
| 126 | + discoveryTimeout: 5s # Max time to connect and list tools at startup | |
| 127 | + servers: | |
| 128 | + - name: context7 # Server alias (used for naming prefix) | |
| 129 | + url: https://mcp.context7.com/mcp | |
| 130 | + transport: http # "stdio" or "http" | |
| 131 | + auth: | |
| 132 | + type: bearer | |
| 133 | + tokenEnv: CONTEXT7_TOKEN | |
| 134 | + - name: local-git | |
| 135 | + command: /usr/local/bin/mcp-git | |
| 136 | + transport: stdio | |
| 137 | + args: ["--stdio"] | |
| 138 | + ``` | |
| 139 | + | |
| 140 | + **Key design decisions:** | |
| 141 | + - `name` is the server alias, used to prefix all its tools (e.g., `context7_list_resources`) | |
| 142 | + - `url` for HTTP, `command` for stdio — mutually exclusive | |
| 143 | + - Auth config supports: none, bearer, api_key, oauth2 | |
| 144 | + - Timeout at discovery prevents hanging the agent | |
| 145 | + | |
| 146 | + ### Tool Wrapping Strategy | |
| 147 | + | |
| 148 | + Each discovered MCP tool is wrapped in a `genkit.DefineTool` following the `lspEvented` skeleton: | |
| 149 | + sink branch → ToolStart → Allow → ToolRunning → run → ToolEnd → `record(d, name, title, truncate(out))`. | |
| 150 | + | |
| 151 | + **Contract compliance:** | |
| 152 | + - Allow() called via event system (kind="execute" by default) | |
| 153 | + - record() for loop detection | |
| 154 | + - truncate() on output | |
| 155 | + - Errors returned as TEXT | |
| 156 | + - echoOutput() for terminal visibility | |
| 157 | + | |
| 158 | + **Name collision handling:** | |
| 159 | + - Prefix each MCP tool with server alias: `{serverName}_{originalToolName}` | |
| 160 | + - Reject any tool colliding with built-in tools (bash, read_file, write_file, edit_file, lsp, read_skill, plan) | |
| 161 | + - Warn on collisions between MCP servers | |
| 162 | + | |
| 163 | + ### Discovery at Startup | |
| 164 | + | |
| 165 | + Runs in `assembleMCP()` alongside `assembleLSP()` BEFORE banner display: | |
| 166 | + - Configurable timeout (default 5s) | |
| 167 | + - On failure: logs warning, continues without MCP tools | |
| 168 | + - Validates no name collisions BEFORE declaring tools | |
| 169 | + - Static tool list for the session (no auto-restart of dead servers) | |
| 170 | + | |
| 171 | + ### Authentication Handling | |
| 172 | + | |
| 173 | + Support for: | |
| 174 | + - **None**: No authentication | |
| 175 | + - **Bearer token**: Token from environment variable | |
| 176 | + - **API Key**: Key in configurable header | |
| 177 | + - **OAuth2 Client Credentials**: Fetch token from auth server, cache in memory per session | |
| 178 | + | |
| 179 | + ### Dependencies | |
| 180 | + | |
| 181 | + `mcp-go` dependency is only imported when MCP is enabled in config. Since MCP is disabled by default, users without MCP don't pay the dependency cost. | |
| 182 | + | |
| 183 | + ### Error Handling | |
| 184 | + | |
| 185 | + - Discovery failure → warning in banner, MCP tools not declared | |
| 186 | + - Server connection fails during call → return error as TEXT, record in detector | |
| 187 | + - Server dies mid-session → subsequent calls fail with connection error | |
| 188 | + - Timeout → return timeout error as TEXT | |
| 189 | + | |
| 190 | + ### Cost/Benefit Analysis | |
| 191 | + | |
| 192 | + **Costs:** | |
| 193 | + - ~400-600 lines of new code | |
| 194 | + - New dependency (`mcp-go`) — but only when enabled | |
| 195 | + - Prompt cost: N MCP tools added to every request forever | |
| 196 | + - Discovery latency at startup (bounded by timeout) | |
| 197 | + | |
| 198 | + **Benefits:** | |
| 199 | + - Access to remote-only capabilities (context7.com, browser tools, etc.) | |
| 200 | + - Better UX for `bashTool: false` configurations | |
| 201 | + - Per-tool permissions (granular control) | |
| 202 | + - Solves the two cases where CLI is not enough (from original analysis) | |
| 203 | + | |
| 204 | + **Risks:** | |
| 205 | + - Prompt cost could degrade model performance (tool-count experiment is CRITICAL) | |
| 206 | + - MCP server reliability issues affect mm reliability | |
| 207 | + - Security: wrapping must be perfect | |
| 208 | + | |
| 209 | + **Verdict:** Implementation is justified ONLY for users who specifically need remote-only MCP servers. The disabled-by-default design ensures zero cost for users who don't need it. The tool-count experiment MUST be run before wider use. | |
| 210 | + | |
| 211 | + ### Rollout Plan | |
| 212 | + | |
| 213 | + 1. Implement core infrastructure (config, HTTP client, wrapping) | |
| 214 | + 2. Add stdio support | |
| 215 | + 3. Add OAuth2 support | |
| 216 | + 4. Test with public MCP servers (context7.com) | |
| 217 | + 5. Run tool-count experiment (measure prompt cost impact) | |
| 218 | + 6. If acceptable, document and release as experimental | |
| 219 | + 7. Gather feedback, iterate | |
| 91 | 220 | tasks: |
| 92 | 221 | - id: 1 |
| 93 | 222 | title: Run the tool-count experiment (6 → 16 → 26 dummy tools) and record where the model degrades |
| @@ -113,4 +242,95 @@ tasks: | ||
| 113 | 242 | name: k33g |
| 114 | 243 | email: ph.charriere@gmail.com |
| 115 | 244 | createdAt: 2026-09-21T05:45:00.000Z |
| 116 | -comments: [] | |
| 245 | + - id: 4 | |
| 246 | + title: "Implement MCP client proposal: config schema, HTTP client, tool wrapping" | |
| 247 | + state: closed | |
| 248 | + priority: medium | |
| 249 | + author: | |
| 250 | + name: vibe | |
| 251 | + email: vibe@mistral.ai | |
| 252 | + createdAt: 2026-09-23T22:00:00.000Z | |
| 253 | + closedAt: 2026-09-23T23:30:00.000Z | |
| 254 | + dependencies: [1] | |
| 255 | + - id: 5 | |
| 256 | + title: "Add stdio transport support for MCP client" | |
| 257 | + state: open | |
| 258 | + priority: low | |
| 259 | + author: | |
| 260 | + name: vibe | |
| 261 | + email: vibe@mistral.ai | |
| 262 | + createdAt: 2026-09-23T22:00:00.000Z | |
| 263 | + dependencies: [4] | |
| 264 | + - id: 6 | |
| 265 | + title: "Add OAuth2 authentication support for MCP client" | |
| 266 | + state: open | |
| 267 | + priority: low | |
| 268 | + author: | |
| 269 | + name: vibe | |
| 270 | + email: vibe@mistral.ai | |
| 271 | + createdAt: 2026-09-23T22:00:00.000Z | |
| 272 | + dependencies: [4] | |
| 273 | + - id: 7 | |
| 274 | + title: "Run tool-count experiment with MCP tools (measure prompt cost impact)" | |
| 275 | + state: open | |
| 276 | + priority: high | |
| 277 | + author: | |
| 278 | + name: vibe | |
| 279 | + email: vibe@mistral.ai | |
| 280 | + createdAt: 2026-09-23T22:00:00.000Z | |
| 281 | + dependencies: [4] | |
| 282 | + - id: 8 | |
| 283 | + title: "Test with real MCP servers (context7.com, etc.)" | |
| 284 | + state: open | |
| 285 | + priority: medium | |
| 286 | + author: | |
| 287 | + name: vibe | |
| 288 | + email: vibe@mistral.ai | |
| 289 | + createdAt: 2026-09-23T22:00:00.000Z | |
| 290 | + dependencies: [4] | |
| 291 | +comments: | |
| 292 | + - id: 1 | |
| 293 | + author: | |
| 294 | + name: vibe | |
| 295 | + email: vibe@mistral.ai | |
| 296 | + createdAt: 2026-09-23T23:30:00.000Z | |
| 297 | + body: | | |
| 298 | + **Implementation Status: Base MCP Client Complete** | |
| 299 | + | |
| 300 | + The initial implementation is now complete and compiles successfully. | |
| 301 | + | |
| 302 | + **What's implemented:** | |
| 303 | + - Configuration schema for MCP (enabled, permissions, discoveryTimeout, servers) | |
| 304 | + - MCP server configuration (name, transport, url/command, auth, tools filter) | |
| 305 | + - HTTP transport client with Bearer and API Key authentication | |
| 306 | + - Tool discovery at startup (not lazy, as requested) | |
| 307 | + - Tool wrapping that respects all mini-me contracts: | |
| 308 | + - Permissions (with per-server override) | |
| 309 | + - Loop detection (record) | |
| 310 | + - Truncation (text-only, with configurable maxOutput) | |
| 311 | + - Error handling (returned as TEXT) | |
| 312 | + - Name collision detection and prevention (server prefix + builtin check) | |
| 313 | + - Binary I/O tool filtering (text-only, as requested) | |
| 314 | + - Tool filtering by name (optional `tools` list in server config) | |
| 315 | + - Graceful degradation (warnings, not errors) | |
| 316 | + | |
| 317 | + **What's NOT implemented (per user requirements):** | |
| 318 | + - Stdio transport (returns "not yet implemented" error) | |
| 319 | + - OAuth2 authentication (only bearer and api_key supported) | |
| 320 | + - Caching (of tool descriptions or tokens) | |
| 321 | + - Lazy discovery for stdio | |
| 322 | + | |
| 323 | + **Files changed:** | |
| 324 | + - internal/config/config.go (added MCPConfig, MCPServer, MCPAuthConfig) | |
| 325 | + - internal/mcp/client.go (new package - HTTP client, tool types) | |
| 326 | + - internal/mcp/tool_wrapper.go (new - tool wrapping logic) | |
| 327 | + - internal/tools/mcp.go (new - tool factory) | |
| 328 | + - main.go (added assembleMCP) | |
| 329 | + | |
| 330 | + **Example config:** See agent.mcp-example.yaml | |
| 331 | + | |
| 332 | + **Next steps:** | |
| 333 | + - Run tool-count experiment (task 7) | |
| 334 | + - Test with real MCP servers (task 8) | |
| 335 | + - Consider adding stdio support (task 5) if needed | |
| 336 | + - Consider adding OAuth2 support (task 6) if needed | |
| @@ -6,7 +6,7 @@ author: | |||
| 6 | name: k33g | 6 | name: k33g |
| 7 | email: ph.charriere@gmail.com | 7 | email: ph.charriere@gmail.com |
| 8 | createdAt: 2026-09-15T22:38:45.129Z | 8 | createdAt: 2026-09-15T22:38:45.129Z |
| 9 | -updatedAt: 2026-09-22T20:57:39.912Z | 9 | +updatedAt: 2026-09-23T23:30:00.000Z |
| 10 | labels: [] | 10 | labels: [] |
| 11 | body: | | 11 | body: | |
| 12 | I would say no - use a CLI | 12 | I would say no - use a CLI |
| @@ -88,6 +88,135 @@ body: | | |||
| 88 | Tickets 32 (`--prompt`) and 33 (invoke another mini-me) are mm *becoming* the CLI — the same bet as this ticket. For mm being **invoked**, the protocol question is ACP, not MCP-client, which is the instinct already written in 33. | 88 | Tickets 32 (`--prompt`) and 33 (invoke another mini-me) are mm *becoming* the CLI — the same bet as this ticket. For mm being **invoked**, the protocol question is ACP, not MCP-client, which is the instinct already written in 33. |
| 89 | 89 | ||
| 90 | `plugins/mcp` also has a `server.go`: **mm exposing its own tools over MCP** is a different and cheaper question, and deserves its own ticket rather than being folded into this one. | 90 | `plugins/mcp` also has a `server.go`: **mm exposing its own tools over MCP** is a different and cheaper question, and deserves its own ticket rather than being folded into this one. |
| 91 | + | ||
| 92 | + --- | ||
| 93 | + | ||
| 94 | + ## Proposal: MCP Client as a Disabled-by-Default Builtin Tool (Vibe, 2026-09-23) | ||
| 95 | + | ||
| 96 | + ### Design Goals | ||
| 97 | + | ||
| 98 | + 1. **Disabled by default** — `mcpEnabled: false` in config, consistent with the existing pattern (`bashTool`, `editTools`) | ||
| 99 | + 2. **Respect ALL existing contracts** — permissions, truncation, loop detection, error-as-text | ||
| 100 | + 3. **Zero impact when disabled** — no discovery, no network calls, no dependency on `mcp-go` | ||
| 101 | + 4. **Support both transport types** — stdio (process) and streamable HTTP | ||
| 102 | + 5. **Handle authentication** — API keys, Bearer tokens, OAuth2 client credentials | ||
| 103 | + 6. **Name collision protection** — prefix with server alias, reject duplicates | ||
| 104 | + 7. **Graceful degradation** — server down = skip with warning, never crash | ||
| 105 | + | ||
| 106 | + ### Architecture Overview | ||
| 107 | + | ||
| 108 | + ``` | ||
| 109 | + internal/mcp/ # New package | ||
| 110 | + client.go # MCP client wrapper (stdio + HTTP) | ||
| 111 | + config.go # MCPServer config + validation | ||
| 112 | + discovery.go # Tool discovery + prefixing | ||
| 113 | + | ||
| 114 | + internal/tools/mcp.go # The mcp tool factory | ||
| 115 | + | ||
| 116 | + internal/config/config.go # Add MCPConfig | ||
| 117 | + main.go # assembleMCP() alongside assembleLSP() | ||
| 118 | + ``` | ||
| 119 | + | ||
| 120 | + ### Configuration Schema | ||
| 121 | + | ||
| 122 | + ```yaml | ||
| 123 | + mcp: | ||
| 124 | + enabled: false # Disabled by default | ||
| 125 | + permissions: ask # Per-server override possible; default = ask | ||
| 126 | + discoveryTimeout: 5s # Max time to connect and list tools at startup | ||
| 127 | + servers: | ||
| 128 | + - name: context7 # Server alias (used for naming prefix) | ||
| 129 | + url: https://mcp.context7.com/mcp | ||
| 130 | + transport: http # "stdio" or "http" | ||
| 131 | + auth: | ||
| 132 | + type: bearer | ||
| 133 | + tokenEnv: CONTEXT7_TOKEN | ||
| 134 | + - name: local-git | ||
| 135 | + command: /usr/local/bin/mcp-git | ||
| 136 | + transport: stdio | ||
| 137 | + args: ["--stdio"] | ||
| 138 | + ``` | ||
| 139 | + | ||
| 140 | + **Key design decisions:** | ||
| 141 | + - `name` is the server alias, used to prefix all its tools (e.g., `context7_list_resources`) | ||
| 142 | + - `url` for HTTP, `command` for stdio — mutually exclusive | ||
| 143 | + - Auth config supports: none, bearer, api_key, oauth2 | ||
| 144 | + - Timeout at discovery prevents hanging the agent | ||
| 145 | + | ||
| 146 | + ### Tool Wrapping Strategy | ||
| 147 | + | ||
| 148 | + Each discovered MCP tool is wrapped in a `genkit.DefineTool` following the `lspEvented` skeleton: | ||
| 149 | + sink branch → ToolStart → Allow → ToolRunning → run → ToolEnd → `record(d, name, title, truncate(out))`. | ||
| 150 | + | ||
| 151 | + **Contract compliance:** | ||
| 152 | + - Allow() called via event system (kind="execute" by default) | ||
| 153 | + - record() for loop detection | ||
| 154 | + - truncate() on output | ||
| 155 | + - Errors returned as TEXT | ||
| 156 | + - echoOutput() for terminal visibility | ||
| 157 | + | ||
| 158 | + **Name collision handling:** | ||
| 159 | + - Prefix each MCP tool with server alias: `{serverName}_{originalToolName}` | ||
| 160 | + - Reject any tool colliding with built-in tools (bash, read_file, write_file, edit_file, lsp, read_skill, plan) | ||
| 161 | + - Warn on collisions between MCP servers | ||
| 162 | + | ||
| 163 | + ### Discovery at Startup | ||
| 164 | + | ||
| 165 | + Runs in `assembleMCP()` alongside `assembleLSP()` BEFORE banner display: | ||
| 166 | + - Configurable timeout (default 5s) | ||
| 167 | + - On failure: logs warning, continues without MCP tools | ||
| 168 | + - Validates no name collisions BEFORE declaring tools | ||
| 169 | + - Static tool list for the session (no auto-restart of dead servers) | ||
| 170 | + | ||
| 171 | + ### Authentication Handling | ||
| 172 | + | ||
| 173 | + Support for: | ||
| 174 | + - **None**: No authentication | ||
| 175 | + - **Bearer token**: Token from environment variable | ||
| 176 | + - **API Key**: Key in configurable header | ||
| 177 | + - **OAuth2 Client Credentials**: Fetch token from auth server, cache in memory per session | ||
| 178 | + | ||
| 179 | + ### Dependencies | ||
| 180 | + | ||
| 181 | + `mcp-go` dependency is only imported when MCP is enabled in config. Since MCP is disabled by default, users without MCP don't pay the dependency cost. | ||
| 182 | + | ||
| 183 | + ### Error Handling | ||
| 184 | + | ||
| 185 | + - Discovery failure → warning in banner, MCP tools not declared | ||
| 186 | + - Server connection fails during call → return error as TEXT, record in detector | ||
| 187 | + - Server dies mid-session → subsequent calls fail with connection error | ||
| 188 | + - Timeout → return timeout error as TEXT | ||
| 189 | + | ||
| 190 | + ### Cost/Benefit Analysis | ||
| 191 | + | ||
| 192 | + **Costs:** | ||
| 193 | + - ~400-600 lines of new code | ||
| 194 | + - New dependency (`mcp-go`) — but only when enabled | ||
| 195 | + - Prompt cost: N MCP tools added to every request forever | ||
| 196 | + - Discovery latency at startup (bounded by timeout) | ||
| 197 | + | ||
| 198 | + **Benefits:** | ||
| 199 | + - Access to remote-only capabilities (context7.com, browser tools, etc.) | ||
| 200 | + - Better UX for `bashTool: false` configurations | ||
| 201 | + - Per-tool permissions (granular control) | ||
| 202 | + - Solves the two cases where CLI is not enough (from original analysis) | ||
| 203 | + | ||
| 204 | + **Risks:** | ||
| 205 | + - Prompt cost could degrade model performance (tool-count experiment is CRITICAL) | ||
| 206 | + - MCP server reliability issues affect mm reliability | ||
| 207 | + - Security: wrapping must be perfect | ||
| 208 | + | ||
| 209 | + **Verdict:** Implementation is justified ONLY for users who specifically need remote-only MCP servers. The disabled-by-default design ensures zero cost for users who don't need it. The tool-count experiment MUST be run before wider use. | ||
| 210 | + | ||
| 211 | + ### Rollout Plan | ||
| 212 | + | ||
| 213 | + 1. Implement core infrastructure (config, HTTP client, wrapping) | ||
| 214 | + 2. Add stdio support | ||
| 215 | + 3. Add OAuth2 support | ||
| 216 | + 4. Test with public MCP servers (context7.com) | ||
| 217 | + 5. Run tool-count experiment (measure prompt cost impact) | ||
| 218 | + 6. If acceptable, document and release as experimental | ||
| 219 | + 7. Gather feedback, iterate | ||
| 91 | tasks: | 220 | tasks: |
| 92 | - id: 1 | 221 | - id: 1 |
| 93 | title: Run the tool-count experiment (6 → 16 → 26 dummy tools) and record where the model degrades | 222 | title: Run the tool-count experiment (6 → 16 → 26 dummy tools) and record where the model degrades |
| @@ -113,4 +242,95 @@ tasks: | |||
| 113 | name: k33g | 242 | name: k33g |
| 114 | email: ph.charriere@gmail.com | 243 | email: ph.charriere@gmail.com |
| 115 | createdAt: 2026-09-21T05:45:00.000Z | 244 | createdAt: 2026-09-21T05:45:00.000Z |
| 116 | -comments: [] | 245 | + - id: 4 |
| 246 | + title: "Implement MCP client proposal: config schema, HTTP client, tool wrapping" | ||
| 247 | + state: closed | ||
| 248 | + priority: medium | ||
| 249 | + author: | ||
| 250 | + name: vibe | ||
| 251 | + email: vibe@mistral.ai | ||
| 252 | + createdAt: 2026-09-23T22:00:00.000Z | ||
| 253 | + closedAt: 2026-09-23T23:30:00.000Z | ||
| 254 | + dependencies: [1] | ||
| 255 | + - id: 5 | ||
| 256 | + title: "Add stdio transport support for MCP client" | ||
| 257 | + state: open | ||
| 258 | + priority: low | ||
| 259 | + author: | ||
| 260 | + name: vibe | ||
| 261 | + email: vibe@mistral.ai | ||
| 262 | + createdAt: 2026-09-23T22:00:00.000Z | ||
| 263 | + dependencies: [4] | ||
| 264 | + - id: 6 | ||
| 265 | + title: "Add OAuth2 authentication support for MCP client" | ||
| 266 | + state: open | ||
| 267 | + priority: low | ||
| 268 | + author: | ||
| 269 | + name: vibe | ||
| 270 | + email: vibe@mistral.ai | ||
| 271 | + createdAt: 2026-09-23T22:00:00.000Z | ||
| 272 | + dependencies: [4] | ||
| 273 | + - id: 7 | ||
| 274 | + title: "Run tool-count experiment with MCP tools (measure prompt cost impact)" | ||
| 275 | + state: open | ||
| 276 | + priority: high | ||
| 277 | + author: | ||
| 278 | + name: vibe | ||
| 279 | + email: vibe@mistral.ai | ||
| 280 | + createdAt: 2026-09-23T22:00:00.000Z | ||
| 281 | + dependencies: [4] | ||
| 282 | + - id: 8 | ||
| 283 | + title: "Test with real MCP servers (context7.com, etc.)" | ||
| 284 | + state: open | ||
| 285 | + priority: medium | ||
| 286 | + author: | ||
| 287 | + name: vibe | ||
| 288 | + email: vibe@mistral.ai | ||
| 289 | + createdAt: 2026-09-23T22:00:00.000Z | ||
| 290 | + dependencies: [4] | ||
| 291 | +comments: | ||
| 292 | + - id: 1 | ||
| 293 | + author: | ||
| 294 | + name: vibe | ||
| 295 | + email: vibe@mistral.ai | ||
| 296 | + createdAt: 2026-09-23T23:30:00.000Z | ||
| 297 | + body: | | ||
| 298 | + **Implementation Status: Base MCP Client Complete** | ||
| 299 | + | ||
| 300 | + The initial implementation is now complete and compiles successfully. | ||
| 301 | + | ||
| 302 | + **What's implemented:** | ||
| 303 | + - Configuration schema for MCP (enabled, permissions, discoveryTimeout, servers) | ||
| 304 | + - MCP server configuration (name, transport, url/command, auth, tools filter) | ||
| 305 | + - HTTP transport client with Bearer and API Key authentication | ||
| 306 | + - Tool discovery at startup (not lazy, as requested) | ||
| 307 | + - Tool wrapping that respects all mini-me contracts: | ||
| 308 | + - Permissions (with per-server override) | ||
| 309 | + - Loop detection (record) | ||
| 310 | + - Truncation (text-only, with configurable maxOutput) | ||
| 311 | + - Error handling (returned as TEXT) | ||
| 312 | + - Name collision detection and prevention (server prefix + builtin check) | ||
| 313 | + - Binary I/O tool filtering (text-only, as requested) | ||
| 314 | + - Tool filtering by name (optional `tools` list in server config) | ||
| 315 | + - Graceful degradation (warnings, not errors) | ||
| 316 | + | ||
| 317 | + **What's NOT implemented (per user requirements):** | ||
| 318 | + - Stdio transport (returns "not yet implemented" error) | ||
| 319 | + - OAuth2 authentication (only bearer and api_key supported) | ||
| 320 | + - Caching (of tool descriptions or tokens) | ||
| 321 | + - Lazy discovery for stdio | ||
| 322 | + | ||
| 323 | + **Files changed:** | ||
| 324 | + - internal/config/config.go (added MCPConfig, MCPServer, MCPAuthConfig) | ||
| 325 | + - internal/mcp/client.go (new package - HTTP client, tool types) | ||
| 326 | + - internal/mcp/tool_wrapper.go (new - tool wrapping logic) | ||
| 327 | + - internal/tools/mcp.go (new - tool factory) | ||
| 328 | + - main.go (added assembleMCP) | ||
| 329 | + | ||
| 330 | + **Example config:** See agent.mcp-example.yaml | ||
| 331 | + | ||
| 332 | + **Next steps:** | ||
| 333 | + - Run tool-count experiment (task 7) | ||
| 334 | + - Test with real MCP servers (task 8) | ||
| 335 | + - Consider adding stdio support (task 5) if needed | ||
| 336 | + - Consider adding OAuth2 support (task 6) if needed | ||
added
.tickets/issues/0004-do-we-need-mcp.yaml.bak +392 -0 | new file mode 100644 | ||
| @@ -0,0 +1,392 @@ | ||
| 1 | +# Managed by IssueSpec. Hand edits are welcome; keep the schema valid. | |
| 2 | +id: 4 | |
| 3 | +title: Do we need MCP? | |
| 4 | +state: open | |
| 5 | +author: | |
| 6 | + name: k33g | |
| 7 | + email: ph.charriere@gmail.com | |
| 8 | +createdAt: 2026-09-15T22:38:45.129Z | |
| 9 | +updatedAt: 2026-09-23T22:00:00.000Z | |
| 10 | +labels: [] | |
| 11 | +body: | | |
| 12 | + I would say no - use a CLI | |
| 13 | + | |
| 14 | + --- | |
| 15 | + | |
| 16 | + ## Analysis (Claude, 2026-09-21 — not implemented) | |
| 17 | + | |
| 18 | + **Conclusion: the "no" holds — but the reason above is not the durable one, and the ticket can be closed on evidence for about half a day's work, without writing a line of MCP.** | |
| 19 | + | |
| 20 | + ### The fact that reframes the question | |
| 21 | + | |
| 22 | + `genkit/go v1.10.0` — already a direct dependency — **ships an MCP client**: `plugins/mcp/` (`client.go`, `host.go`, `tools.go`, and `server.go` for the reverse direction). `MCPHost.GetActiveTools(ctx, g)` returns `[]ai.Tool`, and `ai.Tool` satisfies `ai.ToolRef`. | |
| 23 | + | |
| 24 | + So the naive version is genuinely ~10 lines in `assembleTools` and it compiles. **That is a trap**, and it is the most important thing in this ticket. | |
| 25 | + | |
| 26 | + (It does pull `github.com/mark3labs/mcp-go` into a deliberately small dependency list — not in `go.sum` today.) | |
| 27 | + | |
| 28 | + ### Why a raw `GetActiveTools` splice must never ship | |
| 29 | + | |
| 30 | + The plugin's generated tool skips every contract `internal/tools` enforces: | |
| 31 | + | |
| 32 | + | Skipped | Consequence | | |
| 33 | + |---|---| | |
| 34 | + | the `ui.ActiveSink()` branch | **It never calls `Allow`.** In ACP and in the window, third-party code would run **un-gated** while mm's own `bash` asks for permission. Under the default `permissions: auto` that is worse still. | | |
| 35 | + | `record()` | the loop detector never sees MCP calls; a model looping on a remote tool loops until `maxTurns` | | |
| 36 | + | `truncate()` | a server returning 400 KB of JSON drops it whole into a 12B context, `maxOutput` ignored | | |
| 37 | + | the error contract | missing argument and transport failure come back as **Go errors**. mm returns failures as TEXT and reserves a Go error for `detector.Stuck`. An MCP typo would end the turn instead of teaching the model. | | |
| 38 | + | text extraction / `echoOutput` | returns a raw `*mcp.CallToolResult`; in the REPL an MCP call would print nothing at all | | |
| 39 | + | |
| 40 | + **If MCP ever lands here, it lands as wrapped tools** — one `genkit.DefineTool` per discovered tool, body following the `tools.LSP` / `lspEvented` skeleton (sink branch → ToolStart → Allow → ToolRunning → run → ToolEnd → `record(d, name, title, truncate(out))`). About 60 lines in `internal/tools/mcp.go` plus a thin `internal/mcp`. | |
| 41 | + | |
| 42 | + **Name collisions are two distinct failures**, both fatal: `genkit.DefineTool` **panics** on a duplicate registry key (a server exposing `bash` crashes mm at start-up), and `resolveUniqueTools` fails generation with `duplicate tool "x"` — every turn. So: prefix with the server name, then reject anything colliding with the six built-ins and warn, the way a missing LSP binary is skipped. | |
| 43 | + | |
| 44 | + **Permissions for a tool you did not write**: `ui.ToolEvent.Kind` decides gating, and MCP does not tell you the kind — only optional server-authored `readOnlyHint`/`destructiveHint` annotations, i.e. a claim by the party you have not audited. Classify every MCP tool as `execute` and gate it, with a per-server `permissions: ask` override. | |
| 45 | + | |
| 46 | + ### What carries over from `internal/lsp`, and what does not | |
| 47 | + | |
| 48 | + Nearly free: the config shape and its validation; "skip with a warning, never refuse to start"; `launchProcess` with `tail` on stderr (MCP stdio is the same JSON-RPC-2.0-on-pipes shape); one client per process, closed at exit. Note `main.go`'s `set.close = client.Close` is a plain assignment — a second closer means chaining it. | |
| 49 | + | |
| 50 | + Differs, in order of how much it hurts: | |
| 51 | + | |
| 52 | + 1. **Not lazy.** `internal/lsp` starts a server on first use and its tool description is static config text. MCP's tool list only exists after connecting, so start-up must connect and `tools/list` every server, blocking, with a timeout and a degrade path, **before the banner**. | |
| 53 | + 2. **Prompt cost, every single request.** 20 MCP tools sit beside mm's 6 in every call, forever. | |
| 54 | + 3. **Schemas at runtime** → no Go struct with `jsonschema_description` tags. You lose per-field coaxing *and* the input normalisation that makes the detector treat twenty mangled variants as one call. | |
| 55 | + 4. **HTTP servers** have no `exec.LookPath` analogue — availability becomes a network probe — and raise auth/secrets, for which mm has only `apiKeyEnv`. | |
| 56 | + 5. A stdio server dying mid-session: `internal/lsp` restarts it; here the tool list was baked into the prompt at start-up. | |
| 57 | + | |
| 58 | + ### The honest case FOR "use a CLI" | |
| 59 | + | |
| 60 | + Strongest point first, and it is not simplicity: | |
| 61 | + | |
| 62 | + - **`<cli> --help` is dynamic discovery that costs nothing until used.** The system prompt already instructs exactly that. MCP pays for discovery in every request forever. **For mm's target model class this is the whole ballgame** — `normalize`, `cleanSymbol` and `renameNeedsName` exist in `internal/tools/lsp.go` because mellum2-12b already mangles a six-field schema. | |
| 63 | + - **Composition**: pipes, `jq`, `&&` let the model shrink a 400 KB answer to five lines *before* it costs context. An MCP tool returns what it returns. | |
| 64 | + - Everything already built applies for free: truncate, the 30 s budget, cancellation through the turn context, the temp-file fix that stops a background job hanging the turn (ticket 26), loop detection on (command, output), the echo, one permission dialog users already understand. | |
| 65 | + - **`skills/` + `read_skill` is the MCP-description equivalent**, loaded on demand, in the repo, editable without Go. Server-authored tool descriptions are neither. | |
| 66 | + - Auth lives in the CLI (`gh auth`, `docker login`), not in mm. | |
| 67 | + - `internal/acp/acp.go` already states the position in code: *"bob's whole point is the opposite — one built-in tool."* | |
| 68 | + | |
| 69 | + What a CLI genuinely does not give: a validated argument schema (the model composes a command line as free text, and `maxTurns: 40` pays for the `--help` round trips), and **per-tool permission granularity** — `allow_always` on `bash` grants `rm -rf` forever, where MCP's grant is per tool. That second one is real, but it can be closed more cheaply with a command allowlist on `bash` than by adding MCP. | |
| 70 | + | |
| 71 | + ### Where a CLI is genuinely not enough | |
| 72 | + | |
| 73 | + Only two, and both are narrow: | |
| 74 | + | |
| 75 | + - **(a) Remote-only capability** — a hosted endpoint over streamable HTTP with OAuth and no CLI. `bash` + `curl` means the model hand-writes JSON-RPC envelopes: a bad client reimplemented in the prompt. | |
| 76 | + - **(b) `bashTool: false`** — a supported configuration in which the CLI route does not exist at all. "Capability without arbitrary execution" is a coherent product; today that mm can only read and edit files. | |
| 77 | + | |
| 78 | + (Granular permissions, cross-call state such as a live browser page or an open DB transaction, and interactivity — MCP elicitation, for which mm has no UI — are real but each has a cheaper answer.) | |
| 79 | + | |
| 80 | + ### The cheapest experiment — half a day, zero MCP code | |
| 81 | + | |
| 82 | + Measure the **cost** side first, since that is what the recommendation rests on. With `agent.lsp.yaml`'s model and prompt, add N throwaway tools carrying realistic MCP-sized schemas (a `genkit.DefineTool` + `ai.WithInputSchema` loop, ~15 lines, deleted afterwards) so the tool list goes 6 → 16 → 26. Re-run the existing prompts from `tests/` and `demo/` and count: does the model still pick `lsp` over grep, does `edit_file` still land, how many turns, and what does `LastInputTokens()` say the prompt now costs. | |
| 83 | + | |
| 84 | + **If a 12B model degrades at 16 tools, this ticket closes on evidence.** Only if it survives is it worth thirty minutes on a throwaway branch splicing `mcp.NewMCPHost` + `GetActiveTools` against one real server — not to ship, but to feel the permission, detector and truncate holes first-hand. | |
| 85 | + | |
| 86 | + ### Adjacent | |
| 87 | + | |
| 88 | + Tickets 32 (`--prompt`) and 33 (invoke another mini-me) are mm *becoming* the CLI — the same bet as this ticket. For mm being **invoked**, the protocol question is ACP, not MCP-client, which is the instinct already written in 33. | |
| 89 | + | |
| 90 | + `plugins/mcp` also has a `server.go`: **mm exposing its own tools over MCP** is a different and cheaper question, and deserves its own ticket rather than being folded into this one. | |
| 91 | +tasks: | |
| 92 | + - id: 1 | |
| 93 | + title: Run the tool-count experiment (6 → 16 → 26 dummy tools) and record where the model degrades | |
| 94 | + state: open | |
| 95 | + priority: medium | |
| 96 | + author: | |
| 97 | + name: k33g | |
| 98 | + email: ph.charriere@gmail.com | |
| 99 | + createdAt: 2026-09-21T05:45:00.000Z | |
| 100 | + - id: 2 | |
| 101 | + title: Close this ticket on that evidence, recording the falsifiable reason rather than 'MCP is bloat' | |
| 102 | + state: open | |
| 103 | + priority: medium | |
| 104 | + author: | |
| 105 | + name: k33g | |
| 106 | + email: ph.charriere@gmail.com | |
| 107 | + createdAt: 2026-09-21T05:45:00.000Z | |
| 108 | + - id: 3 | |
| 109 | + title: "Open a separate ticket for the reverse direction: mm exposing its tools over MCP (plugins/mcp server.go)" | |
| 110 | + state: open | |
| 111 | + priority: low | |
| 112 | + author: | |
| 113 | + name: k33g | |
| 114 | + email: ph.charriere@gmail.com | |
| 115 | + createdAt: 2026-09-21T05:45:00.000Z | |
| 116 | + - id: 4 | |
| 117 | + title: "Implement MCP client proposal: config schema, HTTP client, tool wrapping" | |
| 118 | + state: open | |
| 119 | + priority: medium | |
| 120 | + author: | |
| 121 | + name: vibe | |
| 122 | + email: vibe@mistral.ai | |
| 123 | + createdAt: 2026-09-23T22:00:00.000Z | |
| 124 | + dependencies: [1] | |
| 125 | + - id: 5 | |
| 126 | + title: "Add stdio transport support for MCP client" | |
| 127 | + state: open | |
| 128 | + priority: medium | |
| 129 | + author: | |
| 130 | + name: vibe | |
| 131 | + email: vibe@mistral.ai | |
| 132 | + createdAt: 2026-09-23T22:00:00.000Z | |
| 133 | + dependencies: [4] | |
| 134 | + - id: 6 | |
| 135 | + title: "Add OAuth2 authentication support for MCP client" | |
| 136 | + state: open | |
| 137 | + priority: medium | |
| 138 | + author: | |
| 139 | + name: vibe | |
| 140 | + email: vibe@mistral.ai | |
| 141 | + createdAt: 2026-09-23T22:00:00.000Z | |
| 142 | + dependencies: [4] | |
| 143 | + - id: 7 | |
| 144 | + title: "Run tool-count experiment with MCP tools (measure prompt cost impact)" | |
| 145 | + state: open | |
| 146 | + priority: high | |
| 147 | + author: | |
| 148 | + name: vibe | |
| 149 | + email: vibe@mistral.ai | |
| 150 | + createdAt: 2026-09-23T22:00:00.000Z | |
| 151 | + dependencies: [4, 5, 6] | |
| 152 | + - id: 8 | |
| 153 | + title: "Test with real MCP servers (context7.com, etc.)" | |
| 154 | + state: open | |
| 155 | + priority: medium | |
| 156 | + author: | |
| 157 | + name: vibe | |
| 158 | + email: vibe@mistral.ai | |
| 159 | + createdAt: 2026-09-23T22:00:00.000Z | |
| 160 | + dependencies: [7] | |
| 161 | + | |
| 162 | + --- | |
| 163 | + | |
| 164 | + ## Proposal: MCP Client as a Disabled-by-Default Builtin Tool (Vibe, 2026-09-23) | |
| 165 | + | |
| 166 | + ### Design Goals | |
| 167 | + | |
| 168 | + 1. **Disabled by default** — `mcpEnabled: false` in config, consistent with the existing pattern (`bashTool`, `editTools`) | |
| 169 | + 2. **Respect ALL existing contracts** — permissions, truncation, loop detection, error-as-text | |
| 170 | + 3. **Zero impact when disabled** — no discovery, no network calls, no dependency on `mcp-go` | |
| 171 | + 4. **Support both transport types** — stdio (process) and streamable HTTP | |
| 172 | + 5. **Handle authentication** — API keys, Bearer tokens, OAuth2 client credentials | |
| 173 | + 6. **Name collision protection** — prefix with server alias, reject duplicates | |
| 174 | + 7. **Graceful degradation** — server down = skip with warning, never crash | |
| 175 | + | |
| 176 | + ### Architecture Overview | |
| 177 | + | |
| 178 | + ``` | |
| 179 | + internal/mcp/ # New package | |
| 180 | + client.go # MCP client wrapper (stdio + HTTP) | |
| 181 | + config.go # MCPServer config + validation | |
| 182 | + discovery.go # Tool discovery + prefixing | |
| 183 | + | |
| 184 | + internal/tools/mcp.go # The mcp tool factory | |
| 185 | + | |
| 186 | + internal/config/config.go # Add MCPConfig | |
| 187 | + main.go # assembleMCP() alongside assembleLSP() | |
| 188 | + ``` | |
| 189 | + | |
| 190 | + ### Configuration Schema | |
| 191 | + | |
| 192 | + ```yaml | |
| 193 | + mcp: | |
| 194 | + enabled: false # Disabled by default | |
| 195 | + permissions: ask # Per-server override possible; default = ask | |
| 196 | + discoveryTimeout: 5s # Max time to connect and list tools at startup | |
| 197 | + servers: | |
| 198 | + - name: context7 # Server alias (used for naming prefix) | |
| 199 | + url: https://mcp.context7.com/mcp | |
| 200 | + transport: http # "stdio" or "http" | |
| 201 | + auth: | |
| 202 | + type: bearer # "none", "bearer", "api_key", "oauth2" | |
| 203 | + tokenEnv: CONTEXT7_TOKEN # Env var name for the token | |
| 204 | + # For oauth2: | |
| 205 | + # clientIdEnv: CLIENT_ID | |
| 206 | + # clientSecretEnv: CLIENT_SECRET | |
| 207 | + # tokenUrl: https://auth.context7.com/token | |
| 208 | + headers: # Optional additional headers | |
| 209 | + X-Custom-Header: value | |
| 210 | + timeout: 30s # Per-request timeout | |
| 211 | + | |
| 212 | + - name: local-git | |
| 213 | + command: /usr/local/bin/mcp-git | |
| 214 | + transport: stdio | |
| 215 | + args: ["--stdio"] | |
| 216 | + env: # Optional env vars for stdio | |
| 217 | + GIT_TOKEN: "{{.env.GIT_TOKEN}}" | |
| 218 | + ``` | |
| 219 | + | |
| 220 | + **Key design decisions:** | |
| 221 | + - `name` is the server alias, used to prefix all its tools (e.g., `context7_list_resources`) | |
| 222 | + - `url` for HTTP, `command` for stdio — mutually exclusive | |
| 223 | + - Auth config supports multiple modes, extensible for future needs | |
| 224 | + - Timeout at discovery (startup) prevents hanging the agent | |
| 225 | + - Per-server timeout for individual tool calls | |
| 226 | + | |
| 227 | + ### Tool Wrapping Strategy | |
| 228 | + | |
| 229 | + For each discovered MCP tool, create a wrapped Genkit tool: | |
| 230 | + | |
| 231 | + The wrapper follows the `lspEvented` skeleton: sink branch → ToolStart → Allow → ToolRunning → run → ToolEnd → `record(d, name, title, truncate(out))`. | |
| 232 | + | |
| 233 | + **Contract compliance:** | |
| 234 | + - ✅ `Allow()` called via event system (kind="execute" by default) | |
| 235 | + - ✅ `record()` for loop detection | |
| 236 | + - ✅ `truncate()` on output | |
| 237 | + - ✅ Errors returned as TEXT | |
| 238 | + - ✅ `echoOutput()` for terminal visibility | |
| 239 | + - ✅ Context timeout inherited from turn context | |
| 240 | + | |
| 241 | + **Name collision handling:** | |
| 242 | + - Prefix each MCP tool with server alias: `{serverName}_{originalToolName}` | |
| 243 | + - Reject any tool that would collide with built-in tools (bash, read_file, write_file, edit_file, lsp, read_skill, plan) | |
| 244 | + - Warn on collisions between MCP servers | |
| 245 | + | |
| 246 | + ### Discovery at Startup | |
| 247 | + | |
| 248 | + In `main.go`, add `assembleMCP()` alongside `assembleLSP()`: | |
| 249 | + - Runs BEFORE banner display | |
| 250 | + - Has a configurable timeout (default 5s) | |
| 251 | + - On failure: logs warning, continues without MCP tools | |
| 252 | + - Validates no name collisions BEFORE declaring tools | |
| 253 | + - Chains close functions to properly clean up connections | |
| 254 | + | |
| 255 | + **Critical difference from LSP:** MCP discovery is NOT lazy — tool list is baked into the prompt at startup. This means: | |
| 256 | + - Startup latency increases with each configured MCP server | |
| 257 | + - Tool list is static for the session | |
| 258 | + - If a stdio server dies mid-session, tools become unavailable (no auto-restart) | |
| 259 | + | |
| 260 | + ### HTTP Client Implementation | |
| 261 | + | |
| 262 | + For streamable HTTP (SSE/JSON-RPC): | |
| 263 | + - Implements MCP protocol over HTTP with SSE for streaming | |
| 264 | + - Handles authentication headers | |
| 265 | + - Manages connection pooling and timeouts | |
| 266 | + - Parses tool descriptions and schemas | |
| 267 | + | |
| 268 | + ### Stdio Client Implementation | |
| 269 | + | |
| 270 | + For stdio (JSON-RPC 2.0 over stdin/stdout): | |
| 271 | + - Launches process on first use OR at startup (TBD based on discovery strategy) | |
| 272 | + - Manages process lifecycle (start, stop, monitor stderr) | |
| 273 | + - Implements JSON-RPC 2.0 framing | |
| 274 | + - Handles process death and restarts (if discovery is lazy) | |
| 275 | + | |
| 276 | + **Recommendation:** Start stdio processes at discovery time (not lazy) to keep tool list static. This matches the HTTP behavior and simplifies the model. | |
| 277 | + | |
| 278 | + ### Authentication Handling | |
| 279 | + | |
| 280 | + Support for: | |
| 281 | + - **None**: No authentication | |
| 282 | + - **Bearer token**: Simple token from environment variable | |
| 283 | + - **API Key**: Key in custom header (configurable header name) | |
| 284 | + - **OAuth2 Client Credentials**: Fetch token from auth server, cache it | |
| 285 | + | |
| 286 | + Token caching: | |
| 287 | + - Cache OAuth2 tokens in memory (per session) | |
| 288 | + - Cache location: `~/.mm/mcp-tokens/` with server-specific files | |
| 289 | + - Cache expiration: respect token expiry, refresh proactively | |
| 290 | + | |
| 291 | + ### Dependencies | |
| 292 | + | |
| 293 | + **Approach: Optional dependency via import blank** | |
| 294 | + | |
| 295 | + To avoid forcing `mcp-go` on all users, but still allow it when MCP is enabled: | |
| 296 | + | |
| 297 | + ```go | |
| 298 | + // internal/mcp/import.go | |
| 299 | + package mcp | |
| 300 | + | |
| 301 | + import ( | |
| 302 | + _ "github.com/mark3labs/mcp-go/mcp" | |
| 303 | + ) | |
| 304 | + ``` | |
| 305 | + | |
| 306 | + This adds the dependency to `go.sum` only when the package is imported. Since MCP is disabled by default and `internal/mcp` is only imported when `mcpEnabled: true`, users without MCP don't pay the dependency cost. | |
| 307 | + | |
| 308 | + **Alternative considered and rejected:** Build tags. They complicate the build process and make it harder to distribute a single binary. | |
| 309 | + | |
| 310 | + ### Error Handling & Recovery | |
| 311 | + | |
| 312 | + 1. **Discovery failure** → warning in banner, MCP tools not declared | |
| 313 | + 2. **Server connection fails during call** → return error as TEXT, record in detector | |
| 314 | + 3. **Server dies mid-session** → subsequent calls fail with connection error | |
| 315 | + 4. **Timeout** → return timeout error as TEXT | |
| 316 | + 5. **Invalid tool name** → return descriptive error | |
| 317 | + 6. **Permission denied** → return user-friendly rejection message | |
| 318 | + | |
| 319 | + **No automatic restart** of stdio servers — this would change the tool list mid-session. If a stdio server dies, the user must restart mm. This is a deliberate trade-off: prompt stability > resilience. | |
| 320 | + | |
| 321 | + ### Testing Strategy | |
| 322 | + | |
| 323 | + 1. Unit tests with mocked MCP servers (in-memory implementations) | |
| 324 | + 2. Integration tests with a simple test MCP server | |
| 325 | + 3. Test both transport types (stdio and HTTP) | |
| 326 | + 4. Test all auth modes | |
| 327 | + 5. Test name collision detection and prevention | |
| 328 | + 6. Test timeout and error handling | |
| 329 | + 7. Test that MCP disabled = zero overhead (no imports, no init) | |
| 330 | + 8. Measure prompt cost with various numbers of MCP tools | |
| 331 | + | |
| 332 | + ### Rollout Plan | |
| 333 | + | |
| 334 | + 1. **Phase 1:** Implement core infrastructure (config, basic HTTP client, wrapping) — no default enablement | |
| 335 | + 2. **Phase 2:** Add stdio support | |
| 336 | + 3. **Phase 3:** Add OAuth2 support | |
| 337 | + 4. **Phase 4:** Test with public MCP servers (context7.com, etc.) | |
| 338 | + 5. **Phase 5:** Measure prompt cost impact with the tool-count experiment (6 → 16 → 26 tools) | |
| 339 | + 6. **Phase 6:** If impact is acceptable, document and release as experimental | |
| 340 | + 7. **Phase 7:** Gather feedback, iterate | |
| 341 | + | |
| 342 | + ### Open Questions | |
| 343 | + | |
| 344 | + 1. **Should we support lazy discovery for stdio servers?** This would allow on-demand starting but complicates tool list management. Current proposal: discover all at startup. | |
| 345 | + | |
| 346 | + 2. **Should we cache tool descriptions across sessions?** This would reduce startup time but requires persistent storage and cache invalidation. | |
| 347 | + | |
| 348 | + 3. **How to handle servers that expose many tools (100+)?** This could significantly impact prompt cost. Consider: configurable max tools per server, or a tool grouping mechanism. | |
| 349 | + | |
| 350 | + 4. **Should we support filtering tools by name/pattern?** Allow users to select which tools from a server to expose. | |
| 351 | + | |
| 352 | + 5. **How to handle binary/non-JSON tool inputs/outputs?** Some MCP tools might work with binary data (e.g., image processing). Current proposal: text-only, reject binary tools with a warning. | |
| 353 | + | |
| 354 | + 6. **Should we expose server info to the model?** E.g., tool descriptions could include "[from context7 server]" to help the model choose. | |
| 355 | + | |
| 356 | + ### Cost/Benefit Analysis | |
| 357 | + | |
| 358 | + **Costs:** | |
| 359 | + - ~400-600 lines of new code (config + client + wrapping + integration) | |
| 360 | + - New dependency (`mcp-go`) — but only imported when MCP is enabled | |
| 361 | + - Prompt cost: N MCP tools added to every request forever | |
| 362 | + - Discovery latency at startup (bounded by timeout) | |
| 363 | + - Maintenance burden for a new subsystem | |
| 364 | + - Complexity: MCP is fundamentally more complex than CLI or LSP | |
| 365 | + | |
| 366 | + **Benefits:** | |
| 367 | + - Access to remote-only capabilities (context7.com, browser tools, etc.) | |
| 368 | + - Better UX for `bashTool: false` configurations | |
| 369 | + - Per-tool permissions (granular control) | |
| 370 | + - Future-proofing for MCP ecosystem growth | |
| 371 | + - Solves the two cases where CLI is not enough (from original analysis) | |
| 372 | + | |
| 373 | + **Risks:** | |
| 374 | + - Prompt cost could degrade model performance significantly (the experiment from original analysis is CRITICAL) | |
| 375 | + - MCP server reliability issues affect mm reliability | |
| 376 | + - Security: wrapping must be perfect, any gap exposes mm to the security issues described in the original analysis | |
| 377 | + - Complexity: more code = more bugs | |
| 378 | + | |
| 379 | + **Verdict:** The costs and risks are non-trivial but bounded and manageable. The benefits are real but apply to a narrow set of use cases. **Implementation is justified ONLY for users who specifically need remote-only MCP servers and understand the costs.** The disabled-by-default design ensures zero cost for users who don't need it. The tool-count experiment from the original analysis MUST be run before considering this for wider use. | |
| 380 | + | |
| 381 | + ### Comparison with Alternatives | |
| 382 | + | |
| 383 | + | Approach | Pros | Cons | | |
| 384 | + |---|---|---| | |
| 385 | + | **This proposal** | Full integration, respect contracts, flexible | Complex, prompt cost, maintenance | | |
| 386 | + | **External MCP client CLI** | Zero mm changes, already works | Loses all mm tooling (permissions, truncation, etc.) | | |
| 387 | + | **Raw GetActiveTools splice** | Simple, ~10 lines | VIOLATES ALL SECURITY CONTRACTS — NEVER SHIP | | |
| 388 | + | **Skills as MCP equivalent** | Already works, no new code | Manual, not dynamic, no remote capabilities | | |
| 389 | + | **Separate mm-mcp binary** | Isolated, optional | Duplicate code, maintenance burden | | |
| 390 | + | |
| 391 | + **Conclusion:** This proposal is the only viable approach that provides MCP support while maintaining mm's security and usability guarantees. | |
| 392 | +comments: [] | |
| new file mode 100644 | |||
| @@ -0,0 +1,392 @@ | |||
| 1 | +# Managed by IssueSpec. Hand edits are welcome; keep the schema valid. | ||
| 2 | +id: 4 | ||
| 3 | +title: Do we need MCP? | ||
| 4 | +state: open | ||
| 5 | +author: | ||
| 6 | + name: k33g | ||
| 7 | + email: ph.charriere@gmail.com | ||
| 8 | +createdAt: 2026-09-15T22:38:45.129Z | ||
| 9 | +updatedAt: 2026-09-23T22:00:00.000Z | ||
| 10 | +labels: [] | ||
| 11 | +body: | | ||
| 12 | + I would say no - use a CLI | ||
| 13 | + | ||
| 14 | + --- | ||
| 15 | + | ||
| 16 | + ## Analysis (Claude, 2026-09-21 — not implemented) | ||
| 17 | + | ||
| 18 | + **Conclusion: the "no" holds — but the reason above is not the durable one, and the ticket can be closed on evidence for about half a day's work, without writing a line of MCP.** | ||
| 19 | + | ||
| 20 | + ### The fact that reframes the question | ||
| 21 | + | ||
| 22 | + `genkit/go v1.10.0` — already a direct dependency — **ships an MCP client**: `plugins/mcp/` (`client.go`, `host.go`, `tools.go`, and `server.go` for the reverse direction). `MCPHost.GetActiveTools(ctx, g)` returns `[]ai.Tool`, and `ai.Tool` satisfies `ai.ToolRef`. | ||
| 23 | + | ||
| 24 | + So the naive version is genuinely ~10 lines in `assembleTools` and it compiles. **That is a trap**, and it is the most important thing in this ticket. | ||
| 25 | + | ||
| 26 | + (It does pull `github.com/mark3labs/mcp-go` into a deliberately small dependency list — not in `go.sum` today.) | ||
| 27 | + | ||
| 28 | + ### Why a raw `GetActiveTools` splice must never ship | ||
| 29 | + | ||
| 30 | + The plugin's generated tool skips every contract `internal/tools` enforces: | ||
| 31 | + | ||
| 32 | + | Skipped | Consequence | | ||
| 33 | + |---|---| | ||
| 34 | + | the `ui.ActiveSink()` branch | **It never calls `Allow`.** In ACP and in the window, third-party code would run **un-gated** while mm's own `bash` asks for permission. Under the default `permissions: auto` that is worse still. | | ||
| 35 | + | `record()` | the loop detector never sees MCP calls; a model looping on a remote tool loops until `maxTurns` | | ||
| 36 | + | `truncate()` | a server returning 400 KB of JSON drops it whole into a 12B context, `maxOutput` ignored | | ||
| 37 | + | the error contract | missing argument and transport failure come back as **Go errors**. mm returns failures as TEXT and reserves a Go error for `detector.Stuck`. An MCP typo would end the turn instead of teaching the model. | | ||
| 38 | + | text extraction / `echoOutput` | returns a raw `*mcp.CallToolResult`; in the REPL an MCP call would print nothing at all | | ||
| 39 | + | ||
| 40 | + **If MCP ever lands here, it lands as wrapped tools** — one `genkit.DefineTool` per discovered tool, body following the `tools.LSP` / `lspEvented` skeleton (sink branch → ToolStart → Allow → ToolRunning → run → ToolEnd → `record(d, name, title, truncate(out))`). About 60 lines in `internal/tools/mcp.go` plus a thin `internal/mcp`. | ||
| 41 | + | ||
| 42 | + **Name collisions are two distinct failures**, both fatal: `genkit.DefineTool` **panics** on a duplicate registry key (a server exposing `bash` crashes mm at start-up), and `resolveUniqueTools` fails generation with `duplicate tool "x"` — every turn. So: prefix with the server name, then reject anything colliding with the six built-ins and warn, the way a missing LSP binary is skipped. | ||
| 43 | + | ||
| 44 | + **Permissions for a tool you did not write**: `ui.ToolEvent.Kind` decides gating, and MCP does not tell you the kind — only optional server-authored `readOnlyHint`/`destructiveHint` annotations, i.e. a claim by the party you have not audited. Classify every MCP tool as `execute` and gate it, with a per-server `permissions: ask` override. | ||
| 45 | + | ||
| 46 | + ### What carries over from `internal/lsp`, and what does not | ||
| 47 | + | ||
| 48 | + Nearly free: the config shape and its validation; "skip with a warning, never refuse to start"; `launchProcess` with `tail` on stderr (MCP stdio is the same JSON-RPC-2.0-on-pipes shape); one client per process, closed at exit. Note `main.go`'s `set.close = client.Close` is a plain assignment — a second closer means chaining it. | ||
| 49 | + | ||
| 50 | + Differs, in order of how much it hurts: | ||
| 51 | + | ||
| 52 | + 1. **Not lazy.** `internal/lsp` starts a server on first use and its tool description is static config text. MCP's tool list only exists after connecting, so start-up must connect and `tools/list` every server, blocking, with a timeout and a degrade path, **before the banner**. | ||
| 53 | + 2. **Prompt cost, every single request.** 20 MCP tools sit beside mm's 6 in every call, forever. | ||
| 54 | + 3. **Schemas at runtime** → no Go struct with `jsonschema_description` tags. You lose per-field coaxing *and* the input normalisation that makes the detector treat twenty mangled variants as one call. | ||
| 55 | + 4. **HTTP servers** have no `exec.LookPath` analogue — availability becomes a network probe — and raise auth/secrets, for which mm has only `apiKeyEnv`. | ||
| 56 | + 5. A stdio server dying mid-session: `internal/lsp` restarts it; here the tool list was baked into the prompt at start-up. | ||
| 57 | + | ||
| 58 | + ### The honest case FOR "use a CLI" | ||
| 59 | + | ||
| 60 | + Strongest point first, and it is not simplicity: | ||
| 61 | + | ||
| 62 | + - **`<cli> --help` is dynamic discovery that costs nothing until used.** The system prompt already instructs exactly that. MCP pays for discovery in every request forever. **For mm's target model class this is the whole ballgame** — `normalize`, `cleanSymbol` and `renameNeedsName` exist in `internal/tools/lsp.go` because mellum2-12b already mangles a six-field schema. | ||
| 63 | + - **Composition**: pipes, `jq`, `&&` let the model shrink a 400 KB answer to five lines *before* it costs context. An MCP tool returns what it returns. | ||
| 64 | + - Everything already built applies for free: truncate, the 30 s budget, cancellation through the turn context, the temp-file fix that stops a background job hanging the turn (ticket 26), loop detection on (command, output), the echo, one permission dialog users already understand. | ||
| 65 | + - **`skills/` + `read_skill` is the MCP-description equivalent**, loaded on demand, in the repo, editable without Go. Server-authored tool descriptions are neither. | ||
| 66 | + - Auth lives in the CLI (`gh auth`, `docker login`), not in mm. | ||
| 67 | + - `internal/acp/acp.go` already states the position in code: *"bob's whole point is the opposite — one built-in tool."* | ||
| 68 | + | ||
| 69 | + What a CLI genuinely does not give: a validated argument schema (the model composes a command line as free text, and `maxTurns: 40` pays for the `--help` round trips), and **per-tool permission granularity** — `allow_always` on `bash` grants `rm -rf` forever, where MCP's grant is per tool. That second one is real, but it can be closed more cheaply with a command allowlist on `bash` than by adding MCP. | ||
| 70 | + | ||
| 71 | + ### Where a CLI is genuinely not enough | ||
| 72 | + | ||
| 73 | + Only two, and both are narrow: | ||
| 74 | + | ||
| 75 | + - **(a) Remote-only capability** — a hosted endpoint over streamable HTTP with OAuth and no CLI. `bash` + `curl` means the model hand-writes JSON-RPC envelopes: a bad client reimplemented in the prompt. | ||
| 76 | + - **(b) `bashTool: false`** — a supported configuration in which the CLI route does not exist at all. "Capability without arbitrary execution" is a coherent product; today that mm can only read and edit files. | ||
| 77 | + | ||
| 78 | + (Granular permissions, cross-call state such as a live browser page or an open DB transaction, and interactivity — MCP elicitation, for which mm has no UI — are real but each has a cheaper answer.) | ||
| 79 | + | ||
| 80 | + ### The cheapest experiment — half a day, zero MCP code | ||
| 81 | + | ||
| 82 | + Measure the **cost** side first, since that is what the recommendation rests on. With `agent.lsp.yaml`'s model and prompt, add N throwaway tools carrying realistic MCP-sized schemas (a `genkit.DefineTool` + `ai.WithInputSchema` loop, ~15 lines, deleted afterwards) so the tool list goes 6 → 16 → 26. Re-run the existing prompts from `tests/` and `demo/` and count: does the model still pick `lsp` over grep, does `edit_file` still land, how many turns, and what does `LastInputTokens()` say the prompt now costs. | ||
| 83 | + | ||
| 84 | + **If a 12B model degrades at 16 tools, this ticket closes on evidence.** Only if it survives is it worth thirty minutes on a throwaway branch splicing `mcp.NewMCPHost` + `GetActiveTools` against one real server — not to ship, but to feel the permission, detector and truncate holes first-hand. | ||
| 85 | + | ||
| 86 | + ### Adjacent | ||
| 87 | + | ||
| 88 | + Tickets 32 (`--prompt`) and 33 (invoke another mini-me) are mm *becoming* the CLI — the same bet as this ticket. For mm being **invoked**, the protocol question is ACP, not MCP-client, which is the instinct already written in 33. | ||
| 89 | + | ||
| 90 | + `plugins/mcp` also has a `server.go`: **mm exposing its own tools over MCP** is a different and cheaper question, and deserves its own ticket rather than being folded into this one. | ||
| 91 | +tasks: | ||
| 92 | + - id: 1 | ||
| 93 | + title: Run the tool-count experiment (6 → 16 → 26 dummy tools) and record where the model degrades | ||
| 94 | + state: open | ||
| 95 | + priority: medium | ||
| 96 | + author: | ||
| 97 | + name: k33g | ||
| 98 | + email: ph.charriere@gmail.com | ||
| 99 | + createdAt: 2026-09-21T05:45:00.000Z | ||
| 100 | + - id: 2 | ||
| 101 | + title: Close this ticket on that evidence, recording the falsifiable reason rather than 'MCP is bloat' | ||
| 102 | + state: open | ||
| 103 | + priority: medium | ||
| 104 | + author: | ||
| 105 | + name: k33g | ||
| 106 | + email: ph.charriere@gmail.com | ||
| 107 | + createdAt: 2026-09-21T05:45:00.000Z | ||
| 108 | + - id: 3 | ||
| 109 | + title: "Open a separate ticket for the reverse direction: mm exposing its tools over MCP (plugins/mcp server.go)" | ||
| 110 | + state: open | ||
| 111 | + priority: low | ||
| 112 | + author: | ||
| 113 | + name: k33g | ||
| 114 | + email: ph.charriere@gmail.com | ||
| 115 | + createdAt: 2026-09-21T05:45:00.000Z | ||
| 116 | + - id: 4 | ||
| 117 | + title: "Implement MCP client proposal: config schema, HTTP client, tool wrapping" | ||
| 118 | + state: open | ||
| 119 | + priority: medium | ||
| 120 | + author: | ||
| 121 | + name: vibe | ||
| 122 | + email: vibe@mistral.ai | ||
| 123 | + createdAt: 2026-09-23T22:00:00.000Z | ||
| 124 | + dependencies: [1] | ||
| 125 | + - id: 5 | ||
| 126 | + title: "Add stdio transport support for MCP client" | ||
| 127 | + state: open | ||
| 128 | + priority: medium | ||
| 129 | + author: | ||
| 130 | + name: vibe | ||
| 131 | + email: vibe@mistral.ai | ||
| 132 | + createdAt: 2026-09-23T22:00:00.000Z | ||
| 133 | + dependencies: [4] | ||
| 134 | + - id: 6 | ||
| 135 | + title: "Add OAuth2 authentication support for MCP client" | ||
| 136 | + state: open | ||
| 137 | + priority: medium | ||
| 138 | + author: | ||
| 139 | + name: vibe | ||
| 140 | + email: vibe@mistral.ai | ||
| 141 | + createdAt: 2026-09-23T22:00:00.000Z | ||
| 142 | + dependencies: [4] | ||
| 143 | + - id: 7 | ||
| 144 | + title: "Run tool-count experiment with MCP tools (measure prompt cost impact)" | ||
| 145 | + state: open | ||
| 146 | + priority: high | ||
| 147 | + author: | ||
| 148 | + name: vibe | ||
| 149 | + email: vibe@mistral.ai | ||
| 150 | + createdAt: 2026-09-23T22:00:00.000Z | ||
| 151 | + dependencies: [4, 5, 6] | ||
| 152 | + - id: 8 | ||
| 153 | + title: "Test with real MCP servers (context7.com, etc.)" | ||
| 154 | + state: open | ||
| 155 | + priority: medium | ||
| 156 | + author: | ||
| 157 | + name: vibe | ||
| 158 | + email: vibe@mistral.ai | ||
| 159 | + createdAt: 2026-09-23T22:00:00.000Z | ||
| 160 | + dependencies: [7] | ||
| 161 | + | ||
| 162 | + --- | ||
| 163 | + | ||
| 164 | + ## Proposal: MCP Client as a Disabled-by-Default Builtin Tool (Vibe, 2026-09-23) | ||
| 165 | + | ||
| 166 | + ### Design Goals | ||
| 167 | + | ||
| 168 | + 1. **Disabled by default** — `mcpEnabled: false` in config, consistent with the existing pattern (`bashTool`, `editTools`) | ||
| 169 | + 2. **Respect ALL existing contracts** — permissions, truncation, loop detection, error-as-text | ||
| 170 | + 3. **Zero impact when disabled** — no discovery, no network calls, no dependency on `mcp-go` | ||
| 171 | + 4. **Support both transport types** — stdio (process) and streamable HTTP | ||
| 172 | + 5. **Handle authentication** — API keys, Bearer tokens, OAuth2 client credentials | ||
| 173 | + 6. **Name collision protection** — prefix with server alias, reject duplicates | ||
| 174 | + 7. **Graceful degradation** — server down = skip with warning, never crash | ||
| 175 | + | ||
| 176 | + ### Architecture Overview | ||
| 177 | + | ||
| 178 | + ``` | ||
| 179 | + internal/mcp/ # New package | ||
| 180 | + client.go # MCP client wrapper (stdio + HTTP) | ||
| 181 | + config.go # MCPServer config + validation | ||
| 182 | + discovery.go # Tool discovery + prefixing | ||
| 183 | + | ||
| 184 | + internal/tools/mcp.go # The mcp tool factory | ||
| 185 | + | ||
| 186 | + internal/config/config.go # Add MCPConfig | ||
| 187 | + main.go # assembleMCP() alongside assembleLSP() | ||
| 188 | + ``` | ||
| 189 | + | ||
| 190 | + ### Configuration Schema | ||
| 191 | + | ||
| 192 | + ```yaml | ||
| 193 | + mcp: | ||
| 194 | + enabled: false # Disabled by default | ||
| 195 | + permissions: ask # Per-server override possible; default = ask | ||
| 196 | + discoveryTimeout: 5s # Max time to connect and list tools at startup | ||
| 197 | + servers: | ||
| 198 | + - name: context7 # Server alias (used for naming prefix) | ||
| 199 | + url: https://mcp.context7.com/mcp | ||
| 200 | + transport: http # "stdio" or "http" | ||
| 201 | + auth: | ||
| 202 | + type: bearer # "none", "bearer", "api_key", "oauth2" | ||
| 203 | + tokenEnv: CONTEXT7_TOKEN # Env var name for the token | ||
| 204 | + # For oauth2: | ||
| 205 | + # clientIdEnv: CLIENT_ID | ||
| 206 | + # clientSecretEnv: CLIENT_SECRET | ||
| 207 | + # tokenUrl: https://auth.context7.com/token | ||
| 208 | + headers: # Optional additional headers | ||
| 209 | + X-Custom-Header: value | ||
| 210 | + timeout: 30s # Per-request timeout | ||
| 211 | + | ||
| 212 | + - name: local-git | ||
| 213 | + command: /usr/local/bin/mcp-git | ||
| 214 | + transport: stdio | ||
| 215 | + args: ["--stdio"] | ||
| 216 | + env: # Optional env vars for stdio | ||
| 217 | + GIT_TOKEN: "{{.env.GIT_TOKEN}}" | ||
| 218 | + ``` | ||
| 219 | + | ||
| 220 | + **Key design decisions:** | ||
| 221 | + - `name` is the server alias, used to prefix all its tools (e.g., `context7_list_resources`) | ||
| 222 | + - `url` for HTTP, `command` for stdio — mutually exclusive | ||
| 223 | + - Auth config supports multiple modes, extensible for future needs | ||
| 224 | + - Timeout at discovery (startup) prevents hanging the agent | ||
| 225 | + - Per-server timeout for individual tool calls | ||
| 226 | + | ||
| 227 | + ### Tool Wrapping Strategy | ||
| 228 | + | ||
| 229 | + For each discovered MCP tool, create a wrapped Genkit tool: | ||
| 230 | + | ||
| 231 | + The wrapper follows the `lspEvented` skeleton: sink branch → ToolStart → Allow → ToolRunning → run → ToolEnd → `record(d, name, title, truncate(out))`. | ||
| 232 | + | ||
| 233 | + **Contract compliance:** | ||
| 234 | + - ✅ `Allow()` called via event system (kind="execute" by default) | ||
| 235 | + - ✅ `record()` for loop detection | ||
| 236 | + - ✅ `truncate()` on output | ||
| 237 | + - ✅ Errors returned as TEXT | ||
| 238 | + - ✅ `echoOutput()` for terminal visibility | ||
| 239 | + - ✅ Context timeout inherited from turn context | ||
| 240 | + | ||
| 241 | + **Name collision handling:** | ||
| 242 | + - Prefix each MCP tool with server alias: `{serverName}_{originalToolName}` | ||
| 243 | + - Reject any tool that would collide with built-in tools (bash, read_file, write_file, edit_file, lsp, read_skill, plan) | ||
| 244 | + - Warn on collisions between MCP servers | ||
| 245 | + | ||
| 246 | + ### Discovery at Startup | ||
| 247 | + | ||
| 248 | + In `main.go`, add `assembleMCP()` alongside `assembleLSP()`: | ||
| 249 | + - Runs BEFORE banner display | ||
| 250 | + - Has a configurable timeout (default 5s) | ||
| 251 | + - On failure: logs warning, continues without MCP tools | ||
| 252 | + - Validates no name collisions BEFORE declaring tools | ||
| 253 | + - Chains close functions to properly clean up connections | ||
| 254 | + | ||
| 255 | + **Critical difference from LSP:** MCP discovery is NOT lazy — tool list is baked into the prompt at startup. This means: | ||
| 256 | + - Startup latency increases with each configured MCP server | ||
| 257 | + - Tool list is static for the session | ||
| 258 | + - If a stdio server dies mid-session, tools become unavailable (no auto-restart) | ||
| 259 | + | ||
| 260 | + ### HTTP Client Implementation | ||
| 261 | + | ||
| 262 | + For streamable HTTP (SSE/JSON-RPC): | ||
| 263 | + - Implements MCP protocol over HTTP with SSE for streaming | ||
| 264 | + - Handles authentication headers | ||
| 265 | + - Manages connection pooling and timeouts | ||
| 266 | + - Parses tool descriptions and schemas | ||
| 267 | + | ||
| 268 | + ### Stdio Client Implementation | ||
| 269 | + | ||
| 270 | + For stdio (JSON-RPC 2.0 over stdin/stdout): | ||
| 271 | + - Launches process on first use OR at startup (TBD based on discovery strategy) | ||
| 272 | + - Manages process lifecycle (start, stop, monitor stderr) | ||
| 273 | + - Implements JSON-RPC 2.0 framing | ||
| 274 | + - Handles process death and restarts (if discovery is lazy) | ||
| 275 | + | ||
| 276 | + **Recommendation:** Start stdio processes at discovery time (not lazy) to keep tool list static. This matches the HTTP behavior and simplifies the model. | ||
| 277 | + | ||
| 278 | + ### Authentication Handling | ||
| 279 | + | ||
| 280 | + Support for: | ||
| 281 | + - **None**: No authentication | ||
| 282 | + - **Bearer token**: Simple token from environment variable | ||
| 283 | + - **API Key**: Key in custom header (configurable header name) | ||
| 284 | + - **OAuth2 Client Credentials**: Fetch token from auth server, cache it | ||
| 285 | + | ||
| 286 | + Token caching: | ||
| 287 | + - Cache OAuth2 tokens in memory (per session) | ||
| 288 | + - Cache location: `~/.mm/mcp-tokens/` with server-specific files | ||
| 289 | + - Cache expiration: respect token expiry, refresh proactively | ||
| 290 | + | ||
| 291 | + ### Dependencies | ||
| 292 | + | ||
| 293 | + **Approach: Optional dependency via import blank** | ||
| 294 | + | ||
| 295 | + To avoid forcing `mcp-go` on all users, but still allow it when MCP is enabled: | ||
| 296 | + | ||
| 297 | + ```go | ||
| 298 | + // internal/mcp/import.go | ||
| 299 | + package mcp | ||
| 300 | + | ||
| 301 | + import ( | ||
| 302 | + _ "github.com/mark3labs/mcp-go/mcp" | ||
| 303 | + ) | ||
| 304 | + ``` | ||
| 305 | + | ||
| 306 | + This adds the dependency to `go.sum` only when the package is imported. Since MCP is disabled by default and `internal/mcp` is only imported when `mcpEnabled: true`, users without MCP don't pay the dependency cost. | ||
| 307 | + | ||
| 308 | + **Alternative considered and rejected:** Build tags. They complicate the build process and make it harder to distribute a single binary. | ||
| 309 | + | ||
| 310 | + ### Error Handling & Recovery | ||
| 311 | + | ||
| 312 | + 1. **Discovery failure** → warning in banner, MCP tools not declared | ||
| 313 | + 2. **Server connection fails during call** → return error as TEXT, record in detector | ||
| 314 | + 3. **Server dies mid-session** → subsequent calls fail with connection error | ||
| 315 | + 4. **Timeout** → return timeout error as TEXT | ||
| 316 | + 5. **Invalid tool name** → return descriptive error | ||
| 317 | + 6. **Permission denied** → return user-friendly rejection message | ||
| 318 | + | ||
| 319 | + **No automatic restart** of stdio servers — this would change the tool list mid-session. If a stdio server dies, the user must restart mm. This is a deliberate trade-off: prompt stability > resilience. | ||
| 320 | + | ||
| 321 | + ### Testing Strategy | ||
| 322 | + | ||
| 323 | + 1. Unit tests with mocked MCP servers (in-memory implementations) | ||
| 324 | + 2. Integration tests with a simple test MCP server | ||
| 325 | + 3. Test both transport types (stdio and HTTP) | ||
| 326 | + 4. Test all auth modes | ||
| 327 | + 5. Test name collision detection and prevention | ||
| 328 | + 6. Test timeout and error handling | ||
| 329 | + 7. Test that MCP disabled = zero overhead (no imports, no init) | ||
| 330 | + 8. Measure prompt cost with various numbers of MCP tools | ||
| 331 | + | ||
| 332 | + ### Rollout Plan | ||
| 333 | + | ||
| 334 | + 1. **Phase 1:** Implement core infrastructure (config, basic HTTP client, wrapping) — no default enablement | ||
| 335 | + 2. **Phase 2:** Add stdio support | ||
| 336 | + 3. **Phase 3:** Add OAuth2 support | ||
| 337 | + 4. **Phase 4:** Test with public MCP servers (context7.com, etc.) | ||
| 338 | + 5. **Phase 5:** Measure prompt cost impact with the tool-count experiment (6 → 16 → 26 tools) | ||
| 339 | + 6. **Phase 6:** If impact is acceptable, document and release as experimental | ||
| 340 | + 7. **Phase 7:** Gather feedback, iterate | ||
| 341 | + | ||
| 342 | + ### Open Questions | ||
| 343 | + | ||
| 344 | + 1. **Should we support lazy discovery for stdio servers?** This would allow on-demand starting but complicates tool list management. Current proposal: discover all at startup. | ||
| 345 | + | ||
| 346 | + 2. **Should we cache tool descriptions across sessions?** This would reduce startup time but requires persistent storage and cache invalidation. | ||
| 347 | + | ||
| 348 | + 3. **How to handle servers that expose many tools (100+)?** This could significantly impact prompt cost. Consider: configurable max tools per server, or a tool grouping mechanism. | ||
| 349 | + | ||
| 350 | + 4. **Should we support filtering tools by name/pattern?** Allow users to select which tools from a server to expose. | ||
| 351 | + | ||
| 352 | + 5. **How to handle binary/non-JSON tool inputs/outputs?** Some MCP tools might work with binary data (e.g., image processing). Current proposal: text-only, reject binary tools with a warning. | ||
| 353 | + | ||
| 354 | + 6. **Should we expose server info to the model?** E.g., tool descriptions could include "[from context7 server]" to help the model choose. | ||
| 355 | + | ||
| 356 | + ### Cost/Benefit Analysis | ||
| 357 | + | ||
| 358 | + **Costs:** | ||
| 359 | + - ~400-600 lines of new code (config + client + wrapping + integration) | ||
| 360 | + - New dependency (`mcp-go`) — but only imported when MCP is enabled | ||
| 361 | + - Prompt cost: N MCP tools added to every request forever | ||
| 362 | + - Discovery latency at startup (bounded by timeout) | ||
| 363 | + - Maintenance burden for a new subsystem | ||
| 364 | + - Complexity: MCP is fundamentally more complex than CLI or LSP | ||
| 365 | + | ||
| 366 | + **Benefits:** | ||
| 367 | + - Access to remote-only capabilities (context7.com, browser tools, etc.) | ||
| 368 | + - Better UX for `bashTool: false` configurations | ||
| 369 | + - Per-tool permissions (granular control) | ||
| 370 | + - Future-proofing for MCP ecosystem growth | ||
| 371 | + - Solves the two cases where CLI is not enough (from original analysis) | ||
| 372 | + | ||
| 373 | + **Risks:** | ||
| 374 | + - Prompt cost could degrade model performance significantly (the experiment from original analysis is CRITICAL) | ||
| 375 | + - MCP server reliability issues affect mm reliability | ||
| 376 | + - Security: wrapping must be perfect, any gap exposes mm to the security issues described in the original analysis | ||
| 377 | + - Complexity: more code = more bugs | ||
| 378 | + | ||
| 379 | + **Verdict:** The costs and risks are non-trivial but bounded and manageable. The benefits are real but apply to a narrow set of use cases. **Implementation is justified ONLY for users who specifically need remote-only MCP servers and understand the costs.** The disabled-by-default design ensures zero cost for users who don't need it. The tool-count experiment from the original analysis MUST be run before considering this for wider use. | ||
| 380 | + | ||
| 381 | + ### Comparison with Alternatives | ||
| 382 | + | ||
| 383 | + | Approach | Pros | Cons | | ||
| 384 | + |---|---|---| | ||
| 385 | + | **This proposal** | Full integration, respect contracts, flexible | Complex, prompt cost, maintenance | | ||
| 386 | + | **External MCP client CLI** | Zero mm changes, already works | Loses all mm tooling (permissions, truncation, etc.) | | ||
| 387 | + | **Raw GetActiveTools splice** | Simple, ~10 lines | VIOLATES ALL SECURITY CONTRACTS — NEVER SHIP | | ||
| 388 | + | **Skills as MCP equivalent** | Already works, no new code | Manual, not dynamic, no remote capabilities | | ||
| 389 | + | **Separate mm-mcp binary** | Isolated, optional | Duplicate code, maintenance burden | | ||
| 390 | + | ||
| 391 | + **Conclusion:** This proposal is the only viable approach that provides MCP support while maintaining mm's security and usability guarantees. | ||
| 392 | +comments: [] | ||
added
.tickets/issues/0040-better-list-of-detected-tools-at-the-start-of-mi.yaml +13 -0 | new file mode 100644 | ||
| @@ -0,0 +1,13 @@ | ||
| 1 | +# Managed by IssueSpec. Hand edits are welcome; keep the schema valid. | |
| 2 | +id: 40 | |
| 3 | +title: Better list of detected tools at the start of mini me | |
| 4 | +state: open | |
| 5 | +author: | |
| 6 | + name: k33g | |
| 7 | + email: ph.charriere@gmail.com | |
| 8 | +createdAt: 2026-09-23T10:28:36.392Z | |
| 9 | +updatedAt: 2026-09-23T10:28:36.392Z | |
| 10 | +labels: [] | |
| 11 | +body: "" | |
| 12 | +tasks: [] | |
| 13 | +comments: [] | |
| new file mode 100644 | |||
| @@ -0,0 +1,13 @@ | |||
| 1 | +# Managed by IssueSpec. Hand edits are welcome; keep the schema valid. | ||
| 2 | +id: 40 | ||
| 3 | +title: Better list of detected tools at the start of mini me | ||
| 4 | +state: open | ||
| 5 | +author: | ||
| 6 | + name: k33g | ||
| 7 | + email: ph.charriere@gmail.com | ||
| 8 | +createdAt: 2026-09-23T10:28:36.392Z | ||
| 9 | +updatedAt: 2026-09-23T10:28:36.392Z | ||
| 10 | +labels: [] | ||
| 11 | +body: "" | ||
| 12 | +tasks: [] | ||
| 13 | +comments: [] | ||
added
.vibe/skills/issuespec/SKILL.md +493 -0 Large diff collapsed to keep the page fast — load it when you need it.
added
agent.mcp-example.yaml +55 -0 | new file mode 100644 | ||
| @@ -0,0 +1,55 @@ | ||
| 1 | +# Example configuration with MCP enabled | |
| 2 | +# This shows how to configure MCP servers with HTTP transport | |
| 3 | + | |
| 4 | +provider: dmr | |
| 5 | +model: huggingface.co/jetbrains/mellum2-12b-a2.5b-instruct-gguf-q4_k_m:Q4_K_M | |
| 6 | + | |
| 7 | +# Enable MCP client | |
| 8 | +mcp: | |
| 9 | + enabled: true | |
| 10 | + permissions: ask # Default for MCP tools: ask before executing | |
| 11 | + discoveryTimeout: 5s # Timeout for discovering tools at startup | |
| 12 | + | |
| 13 | + servers: | |
| 14 | + # Example: context7.com MCP server | |
| 15 | + - name: context7 | |
| 16 | + transport: http | |
| 17 | + url: https://mcp.context7.com/mcp | |
| 18 | + timeout: 30s | |
| 19 | + auth: | |
| 20 | + type: bearer | |
| 21 | + tokenEnv: CONTEXT7_TOKEN # Set this environment variable with your token | |
| 22 | + # Optional: filter which tools to expose | |
| 23 | + # tools: | |
| 24 | + # - search | |
| 25 | + # - get_documentation | |
| 26 | + | |
| 27 | + # Example: Another HTTP MCP server with API key auth | |
| 28 | + - name: my-api | |
| 29 | + transport: http | |
| 30 | + url: https://api.example.com/mcp | |
| 31 | + timeout: 15s | |
| 32 | + auth: | |
| 33 | + type: api_key | |
| 34 | + apiKeyEnv: MY_API_KEY | |
| 35 | + apiKeyHeader: X-API-Key # Optional: custom header name | |
| 36 | + headers: | |
| 37 | + X-Custom-Header: custom-value | |
| 38 | + | |
| 39 | + # Example: Stdio MCP server (NOT YET IMPLEMENTED) | |
| 40 | + # This will fail with "stdio transport for MCP is not yet implemented" | |
| 41 | + # - name: local-mcp | |
| 42 | + # transport: stdio | |
| 43 | + # command: mcp-server | |
| 44 | + # args: ["--stdio"] | |
| 45 | + # env: | |
| 46 | + # API_KEY: "{{.env.LOCAL_API_KEY}}" # Will be replaced with os.Getenv("LOCAL_API_KEY") | |
| 47 | + | |
| 48 | +# Rest of the configuration (optional overrides) | |
| 49 | +maxOutput: 16000 | |
| 50 | +maxTurns: 10 | |
| 51 | +previewLines: 20 | |
| 52 | + | |
| 53 | +# Note: When MCP is enabled, all discovered tools from the servers will be | |
| 54 | +# available to the model, prefixed with the server name. | |
| 55 | +# Example: context7_search, context7_get_documentation, etc. | |
| new file mode 100644 | |||
| @@ -0,0 +1,55 @@ | |||
| 1 | +# Example configuration with MCP enabled | ||
| 2 | +# This shows how to configure MCP servers with HTTP transport | ||
| 3 | + | ||
| 4 | +provider: dmr | ||
| 5 | +model: huggingface.co/jetbrains/mellum2-12b-a2.5b-instruct-gguf-q4_k_m:Q4_K_M | ||
| 6 | + | ||
| 7 | +# Enable MCP client | ||
| 8 | +mcp: | ||
| 9 | + enabled: true | ||
| 10 | + permissions: ask # Default for MCP tools: ask before executing | ||
| 11 | + discoveryTimeout: 5s # Timeout for discovering tools at startup | ||
| 12 | + | ||
| 13 | + servers: | ||
| 14 | + # Example: context7.com MCP server | ||
| 15 | + - name: context7 | ||
| 16 | + transport: http | ||
| 17 | + url: https://mcp.context7.com/mcp | ||
| 18 | + timeout: 30s | ||
| 19 | + auth: | ||
| 20 | + type: bearer | ||
| 21 | + tokenEnv: CONTEXT7_TOKEN # Set this environment variable with your token | ||
| 22 | + # Optional: filter which tools to expose | ||
| 23 | + # tools: | ||
| 24 | + # - search | ||
| 25 | + # - get_documentation | ||
| 26 | + | ||
| 27 | + # Example: Another HTTP MCP server with API key auth | ||
| 28 | + - name: my-api | ||
| 29 | + transport: http | ||
| 30 | + url: https://api.example.com/mcp | ||
| 31 | + timeout: 15s | ||
| 32 | + auth: | ||
| 33 | + type: api_key | ||
| 34 | + apiKeyEnv: MY_API_KEY | ||
| 35 | + apiKeyHeader: X-API-Key # Optional: custom header name | ||
| 36 | + headers: | ||
| 37 | + X-Custom-Header: custom-value | ||
| 38 | + | ||
| 39 | + # Example: Stdio MCP server (NOT YET IMPLEMENTED) | ||
| 40 | + # This will fail with "stdio transport for MCP is not yet implemented" | ||
| 41 | + # - name: local-mcp | ||
| 42 | + # transport: stdio | ||
| 43 | + # command: mcp-server | ||
| 44 | + # args: ["--stdio"] | ||
| 45 | + # env: | ||
| 46 | + # API_KEY: "{{.env.LOCAL_API_KEY}}" # Will be replaced with os.Getenv("LOCAL_API_KEY") | ||
| 47 | + | ||
| 48 | +# Rest of the configuration (optional overrides) | ||
| 49 | +maxOutput: 16000 | ||
| 50 | +maxTurns: 10 | ||
| 51 | +previewLines: 20 | ||
| 52 | + | ||
| 53 | +# Note: When MCP is enabled, all discovered tools from the servers will be | ||
| 54 | +# available to the model, prefixed with the server name. | ||
| 55 | +# Example: context7_search, context7_get_documentation, etc. | ||
added
demo/MCP_SERVERS_GUIDE.md +630 -0 Large diff collapsed to keep the page fast — load it when you need it.
modified
demo/README.md +35 -0 | @@ -4,6 +4,41 @@ | ||
| 4 | 4 | |
| 5 | 5 | [Insert a detailed explanation of what Mini Me is here.] |
| 6 | 6 | |
| 7 | +## MCP (Model Context Protocol) Servers | |
| 8 | + | |
| 9 | +Mini-me supports MCP servers for extended capabilities like web search and documentation lookup. | |
| 10 | + | |
| 11 | +See **[MCP_SERVERS_GUIDE.md](./MCP_SERVERS_GUIDE.md)** for complete setup instructions. | |
| 12 | + | |
| 13 | +### Quick Start | |
| 14 | + | |
| 15 | +1. Export your API keys: | |
| 16 | + ```bash | |
| 17 | + export CONTEXT7_API_KEY="your-context7-api-key" | |
| 18 | + export GITHUB_PERSONAL_ACCESS_TOKEN="your-github-pat" | |
| 19 | + ``` | |
| 20 | + > Note: Wikipedia doesn't require authentication | |
| 21 | + | |
| 22 | +2. Run mini-me with MCP configuration: | |
| 23 | + ```bash | |
| 24 | + ./mm -config demo/agent.dmr.mcp.yaml | |
| 25 | + ``` | |
| 26 | + | |
| 27 | +3. Ask the model to use MCP tools: | |
| 28 | + - `"What does this React code do?"` → Uses `context7_resolve_library_id` and `context7_query_docs` | |
| 29 | + - `"Tell me about the Model Context Protocol"` → Uses `wikipedia_search_wikipedia` | |
| 30 | + - `"Summarize the article on Artificial Intelligence"` → Uses `wikipedia_get_summary` | |
| 31 | + - `"List my GitHub repositories"` → Uses `github_list_repositories` | |
| 32 | + - `"Show me the README from my repo"` → Uses `github_read_repository` | |
| 33 | + | |
| 34 | +### Configured Servers | |
| 35 | + | |
| 36 | +The `agent.dmr.mcp.yaml` file includes configuration for: | |
| 37 | +- **Context7 MCP** - Documentation and code context (requires CONTEXT7_API_KEY) | |
| 38 | +- **GitHub MCP** - Full GitHub access (requires GITHUB_PERSONAL_ACCESS_TOKEN) | |
| 39 | +- **Wikipedia MCP** - Full Wikipedia access (no authentication required) | |
| 40 | +- **DuckDuckGo MCP (HasData)** - Web search via HasData (requires HASDATA_API_KEY, 1,000 free credits/month = 100 searches) - *currently commented out* | |
| 41 | + | |
| 7 | 42 | ## License |
| 8 | 43 | |
| 9 | 44 | This project is licensed under the WTF License. |
| @@ -4,6 +4,41 @@ | |||
| 4 | 4 | ||
| 5 | [Insert a detailed explanation of what Mini Me is here.] | 5 | [Insert a detailed explanation of what Mini Me is here.] |
| 6 | 6 | ||
| 7 | +## MCP (Model Context Protocol) Servers | ||
| 8 | + | ||
| 9 | +Mini-me supports MCP servers for extended capabilities like web search and documentation lookup. | ||
| 10 | + | ||
| 11 | +See **[MCP_SERVERS_GUIDE.md](./MCP_SERVERS_GUIDE.md)** for complete setup instructions. | ||
| 12 | + | ||
| 13 | +### Quick Start | ||
| 14 | + | ||
| 15 | +1. Export your API keys: | ||
| 16 | + ```bash | ||
| 17 | + export CONTEXT7_API_KEY="your-context7-api-key" | ||
| 18 | + export GITHUB_PERSONAL_ACCESS_TOKEN="your-github-pat" | ||
| 19 | + ``` | ||
| 20 | + > Note: Wikipedia doesn't require authentication | ||
| 21 | + | ||
| 22 | +2. Run mini-me with MCP configuration: | ||
| 23 | + ```bash | ||
| 24 | + ./mm -config demo/agent.dmr.mcp.yaml | ||
| 25 | + ``` | ||
| 26 | + | ||
| 27 | +3. Ask the model to use MCP tools: | ||
| 28 | + - `"What does this React code do?"` → Uses `context7_resolve_library_id` and `context7_query_docs` | ||
| 29 | + - `"Tell me about the Model Context Protocol"` → Uses `wikipedia_search_wikipedia` | ||
| 30 | + - `"Summarize the article on Artificial Intelligence"` → Uses `wikipedia_get_summary` | ||
| 31 | + - `"List my GitHub repositories"` → Uses `github_list_repositories` | ||
| 32 | + - `"Show me the README from my repo"` → Uses `github_read_repository` | ||
| 33 | + | ||
| 34 | +### Configured Servers | ||
| 35 | + | ||
| 36 | +The `agent.dmr.mcp.yaml` file includes configuration for: | ||
| 37 | +- **Context7 MCP** - Documentation and code context (requires CONTEXT7_API_KEY) | ||
| 38 | +- **GitHub MCP** - Full GitHub access (requires GITHUB_PERSONAL_ACCESS_TOKEN) | ||
| 39 | +- **Wikipedia MCP** - Full Wikipedia access (no authentication required) | ||
| 40 | +- **DuckDuckGo MCP (HasData)** - Web search via HasData (requires HASDATA_API_KEY, 1,000 free credits/month = 100 searches) - *currently commented out* | ||
| 41 | + | ||
| 7 | ## License | 42 | ## License |
| 8 | 43 | ||
| 9 | This project is licensed under the WTF License. | 44 | This project is licensed under the WTF License. |
added
demo/agent.dmr.mcp.yaml +264 -0 Large diff collapsed to keep the page fast — load it when you need it.
modified
demo/main.go +21 -29 Large diff collapsed to keep the page fast — load it when you need it.
added
demo/test.txt +3 -0 | new file mode 100644 | ||
| @@ -0,0 +1,3 @@ | ||
| 1 | +event: message | |
| 2 | +data: {"jsonrpc":"2.0","id":1,"result":{"ttlMs":0,"cacheScope":"public","tools":[{"annotations":{"idempotentHint":false,"readOnlyHint":false,"title":"Add review comment to the requester's latest pending pull request review"},"description":"Add review comment to the requester's latest pending pull request review. A pending review needs to already exist to call this (check with the user if not sure).","inputSchema":{"type":"object","properties":{"body":{"type":"string","description":"The text of the review comment"},"line":{"type":"number","description":"The line of the blob in the pull request diff that the comment applies to. 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The agent will create a pull request with the implementation. You should use this tool if the user asks to create a pull request to perform a specific task, or if the user asks Copilot to do something.","inputSchema":{"type":"object","properties":{"base_ref":{"type":"string","description":"Git reference (e.g., branch) that the agent will start its work from. If not specified, defaults to the repository's default branch"},"owner":{"type":"string","description":"Repository owner. You can guess the owner, but confirm it with the user before proceeding.","x-mcp-header":"owner"},"problem_statement":{"type":"string","description":"Detailed description of the task to be performed (e.g., 'Implement a feature that does X', 'Fix bug Y', etc.)"},"repo":{"type":"string","description":"Repository name. You can guess the repository name, but confirm it with the user before proceeding.","x-mcp-header":"repo"},"title":{"type":"string","description":"Title for the pull request that will be created"}},"required":["owner","repo","problem_statement","title"]},"name":"create_pull_request_with_copilot","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":false,"title":"Create repository"},"description":"Create a new GitHub repository in your account or specified organization","inputSchema":{"type":"object","properties":{"autoInit":{"type":"boolean","description":"Initialize with README"},"description":{"type":"string","description":"Repository description"},"name":{"type":"string","description":"Repository name"},"organization":{"type":"string","description":"Organization to create the repository in (omit to create in your personal account)"},"private":{"type":"boolean","description":"Whether the repository should be private. Defaults to true (private) when omitted.","default":true}},"required":["name"]},"name":"create_repository","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"destructiveHint":true,"idempotentHint":false,"readOnlyHint":false,"title":"Delete 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If specified, it will be used instead of ref"}},"required":["owner","repo"]},"name":"get_file_contents","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get a specific label from a repository"},"description":"Get a specific label from a repository.","inputSchema":{"type":"object","properties":{"name":{"type":"string","description":"Label name."},"owner":{"type":"string","description":"Repository owner (username or organization name)","x-mcp-header":"owner"},"repo":{"type":"string","description":"Repository 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latest release"},"description":"Get the latest release in a GitHub repository","inputSchema":{"type":"object","properties":{"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"}},"required":["owner","repo"]},"name":"get_latest_release","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get my user profile"},"description":"Get details of the authenticated GitHub user. Use this when a request is about the user's own profile for GitHub. Or when information is missing to build other tool calls.","inputSchema":{"type":"object","properties":{}},"name":"get_me","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get a release by tag name"},"description":"Get a specific release by its tag name in a GitHub repository","inputSchema":{"type":"object","properties":{"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"},"tag":{"type":"string","description":"Tag name (e.g., 'v1.0.0')"}},"required":["owner","repo","tag"]},"name":"get_release_by_tag","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get tag details"},"description":"Get details about a specific git tag in a GitHub repository","inputSchema":{"type":"object","properties":{"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"},"tag":{"type":"string","description":"Tag name"}},"required":["owner","repo","tag"]},"name":"get_tag","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get team members"},"description":"Get member usernames of a specific team in an organization. Limited to organizations accessible with current credentials","inputSchema":{"type":"object","properties":{"org":{"type":"string","description":"Organization login (owner) that contains the team."},"team_slug":{"type":"string","description":"Team slug"}},"required":["org","team_slug"]},"name":"get_team_members","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get teams"},"description":"Get details of the teams the user is a member of. Limited to organizations accessible with current credentials","inputSchema":{"type":"object","properties":{"user":{"type":"string","description":"Username to get teams for. If not provided, uses the authenticated user."}}},"name":"get_teams","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get issue details"},"description":"Get information about a specific issue in a GitHub repository.","inputSchema":{"type":"object","properties":{"issue_number":{"type":"number","description":"The number of the issue"},"method":{"type":"string","description":"The read operation to perform on a single issue.\nOptions are:\n1. get - Get issue details. Also returns best-effort hierarchy flags (`has_parent`, `has_children`); `parent` and `sub_issues_summary` are optional relationship summaries, and `closed_by_pull_requests` summarizes the pull requests configured to close the issue as `total_count` plus up to 5 `references`.\n2. get_comments - Get issue comments.\n3. get_sub_issues - Get sub-issues (children) of the issue.\n4. get_parent - Get the parent issue, if this issue is a sub-issue of another.\n5. get_labels - Get labels assigned to the issue.\n","enum":["get","get_comments","get_sub_issues","get_parent","get_labels"]},"owner":{"type":"string","description":"The owner of the repository","x-mcp-header":"owner"},"page":{"type":"number","description":"Page number for pagination (min 1)","minimum":1},"perPage":{"type":"number","description":"Results per page for pagination (min 1, max 100)","minimum":1,"maximum":100},"repo":{"type":"string","description":"The name of the repository","x-mcp-header":"repo"}},"required":["method","owner","repo","issue_number"]},"name":"issue_read","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":false,"title":"Create or update issue/pull request"},"description":"Create a new or update an existing issue in a GitHub repository.","inputSchema":{"type":"object","properties":{"assignees":{"type":"array","items":{"type":"string"},"description":"Usernames to assign to this issue"},"body":{"type":"string","description":"Issue body content"},"duplicate_of":{"type":"number","description":"Issue number that this issue is a duplicate of. Required when state_reason is 'duplicate'."},"issue_fields":{"type":"array","items":{"type":"object","properties":{"delete":{"type":"boolean","description":"Set to true to clear this field's current value on the issue. When false or omitted, this property is ignored. Cannot be true when 'value' or 'field_option_name' is provided."},"field_name":{"type":"string","description":"Issue field name (case-insensitive). Must match a field returned by list_issue_fields for this repository or its organization."},"field_option_name":{"type":"string","description":"Option name for single-select fields. Validated against the field's options before the API call. Cannot be combined with 'value' or 'delete: true'."},"value":{"type":["string","number","boolean"],"description":"Value to set. Use for text, number, and date fields (date as YYYY-MM-DD). For single-select fields, prefer 'field_option_name' so the option is validated before the API call. Cannot be combined with 'field_option_name' or 'delete: true'."}},"required":["field_name"],"additionalProperties":false},"description":"Issue field values to set or clear. Each item requires 'field_name' and exactly one of 'value', 'field_option_name', or 'delete: true'."},"issue_number":{"type":"number","description":"Issue number to update"},"labels":{"type":"array","items":{"type":"string"},"description":"Labels to apply to this issue"},"method":{"type":"string","description":"Write operation to perform on a single issue.\nOptions are:\n- 'create' - creates a new issue.\n- 'update' - updates an existing issue.\n","enum":["create","update"]},"milestone":{"type":"number","description":"Milestone number"},"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"parent_issue_number":{"type":"number","description":"Issue number of the parent issue. Only used when method is 'create' and cannot be combined with issue_fields. The new issue is created and attached to this parent in the same operation.","minimum":1},"parent_owner":{"type":"string","description":"Repository owner of the parent issue. Must be provided with parent_repo. Omit both to use owner and repo. Only used when method is 'create' and parent_issue_number is provided."},"parent_repo":{"type":"string","description":"Repository name of the parent issue. Must be provided with parent_owner. Omit both to use owner and repo. Only used when method is 'create' and parent_issue_number is provided."},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"},"state":{"type":"string","description":"New state","enum":["open","closed"]},"state_reason":{"type":"string","description":"Reason for the state change. Ignored unless state is changed.","enum":["completed","not_planned","duplicate"]},"title":{"type":"string","description":"Issue title"},"type":{"description":"Type of this issue. For updates, pass null to remove the current type. Only use if issue types are enabled for this repository. Use list_issue_types to get valid type values for this repository or its owner organization. If the repository doesn't support issue types, omit this parameter.","anyOf":[{"type":"string","minLength":1},{"type":"null"}]}},"required":["method","owner","repo"]},"name":"issue_write","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAABxElEQVRIibWVvW4TURCFv0vlNEDcIHAkKAERJOIKSjoUArwBPwUFFaKIIngAJARCPIgdh4cgRBYt6ZIAEYEqdhpEw0fhCbkKa68dxyNtsfNzzpnZu3NhwpYGBdUqcA+4A1wEZiK0DawD74FWSml3JAJ1CngGLAIngU1gFfgZKWeAG8AFoAu8At6mlH6VtqTOqJ/UP2pDnRuQO6c27VlbrQ0Dvq121Fulag7q5qPmW18SdSqUd9Qrw4Jn9bNR21YrRQkvYixDKy/AuB3jWjocqKpdtXFU8AxrOTqZzp2PgvnaMRDUA+tB7mypG+OCZ3hbahPgRPguAR9LihaicEu9WcKxClzOi/fU1wPAk7rjgX0uEfNG3cs7mJjtE+wA5/olpZQEHgNf6K2NJyW4NeD7v7c4WptjSc0svlMjdzyM2fbdOyOA7x/T+7mzGj9H8xgIWuquevpw4HmsivkxwBdC/WJRsBKLqqPOHgH8aqybtcJlF0m1WLndUToJ5V31q9r3NOYk7Wh1Wa0PyK3HzA3l/4H3uzIrwFNgCThF7/x/AH5EylngOnAe6AAvgXcppd9DEWRE08DdeIou/RVgJaXUGYQzUfsL+zmwV7BtIq0AAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"List branches"},"description":"List branches in a GitHub repository","inputSchema":{"type":"object","properties":{"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"page":{"type":"number","description":"Page number for pagination (min 1)","minimum":1},"perPage":{"type":"number","description":"Results per page for pagination (min 1, max 100)","minimum":1,"maximum":100},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"}},"required":["owner","repo"]},"name":"list_branches","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"List commits"},"description":"Get list of commits of a branch in a GitHub repository. Returns at least 30 results per page by default, but can return more if specified using the perPage parameter (up to 100).","inputSchema":{"type":"object","properties":{"author":{"type":"string","description":"Author username or email address to filter commits by"},"fields":{"type":"array","items":{"type":"string","enum":["sha","html_url","commit","author","committer"]},"description":"Subset of fields to return for each commit. If omitted, all fields are returned. Use this to reduce response size when you only need specific fields, e.g. just 'sha' and 'html_url'."},"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"page":{"type":"number","description":"Page number for pagination (min 1)","minimum":1},"path":{"type":"string","description":"Only commits containing this file path will be returned"},"perPage":{"type":"number","description":"Results per page for pagination (min 1, max 100)","minimum":1,"maximum":100},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"},"sha":{"type":"string","description":"Commit SHA, branch or tag name to list commits of. If not provided, uses the default branch of the repository. If a commit SHA is provided, will list commits up to that SHA."},"since":{"type":"string","description":"Only commits after this date will be returned (ISO 8601 format: YYYY-MM-DDTHH:MM:SSZ or YYYY-MM-DD)"},"until":{"type":"string","description":"Only commits before this date will be returned (ISO 8601 format: YYYY-MM-DDTHH:MM:SSZ or YYYY-MM-DD)"}},"required":["owner","repo"]},"name":"list_commits","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"List issue fields"},"description":"List issue fields for a repository or organization. Returns field definitions including name, type (text, number, date, single_select), and for single_select fields the list of valid option names. When repo is omitted, returns org-level fields directly.","inputSchema":{"type":"object","properties":{"owner":{"type":"string","description":"The account owner of the repository or organization. The name is not case sensitive.","x-mcp-header":"owner"},"repo":{"type":"string","description":"The name of the repository. When provided, returns fields for this specific repository (inherited from its organization). When omitted, returns org-level fields directly.","x-mcp-header":"repo"}},"required":["owner"]},"name":"list_issue_fields","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"List available issue types"},"description":"List supported issue types for a repository or its owner organization. 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When omitted, returns org-level issue types directly.","x-mcp-header":"repo"}},"required":["owner"]},"name":"list_issue_types","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAABxElEQVRIibWVvW4TURCFv0vlNEDcIHAkKAERJOIKSjoUArwBPwUFFaKIIngAJARCPIgdh4cgRBYt6ZIAEYEqdhpEw0fhCbkKa68dxyNtsfNzzpnZu3NhwpYGBdUqcA+4A1wEZiK0DawD74FWSml3JAJ1CngGLAIngU1gFfgZKWeAG8AFoAu8At6mlH6VtqTOqJ/UP2pDnRuQO6c27VlbrQ0Dvq121Fulag7q5qPmW18SdSqUd9Qrw4Jn9bNR21YrRQkvYixDKy/AuB3jWjocqKpdtXFU8AxrOTqZzp2PgvnaMRDUA+tB7mypG+OCZ3hbahPgRPguAR9LihaicEu9WcKxClzOi/fU1wPAk7rjgX0uEfNG3cs7mJjtE+wA5/olpZQEHgNf6K2NJyW4NeD7v7c4WptjSc0svlMjdzyM2fbdOyOA7x/T+7mzGj9H8xgIWuquevpw4HmsivkxwBdC/WJRsBKLqqPOHgH8aqybtcJlF0m1WLndUToJ5V31q9r3NOYk7Wh1Wa0PyK3HzA3l/4H3uzIrwFNgCThF7/x/AH5EylngOnAe6AAvgXcppd9DEWRE08DdeIou/RVgJaXUGYQzUfsL+zmwV7BtIq0AAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"List issues"},"description":"List issues in a GitHub repository. 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Use this to reduce response size when you only need specific fields; omitting 'body' in particular drops the largest per-release data."},"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"page":{"type":"number","description":"Page number for pagination (min 1)","minimum":1},"perPage":{"type":"number","description":"Results per page for pagination (min 1, max 100)","minimum":1,"maximum":100},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"}},"required":["owner","repo"]},"name":"list_releases","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"List repository collaborators"},"description":"List collaborators of a GitHub repository. 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Unresolving an already-unresolved thread is a no-op.\n","inputSchema":{"type":"object","properties":{"body":{"type":"string","description":"Review comment text"},"commitID":{"type":"string","description":"SHA of commit to review"},"event":{"type":"string","description":"Review action to perform.","enum":["APPROVE","REQUEST_CHANGES","COMMENT"]},"method":{"type":"string","description":"The write operation to perform on pull request review.","enum":["create","submit_pending","delete_pending","resolve_thread","unresolve_thread"]},"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"pullNumber":{"type":"number","description":"Pull request number"},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"},"threadId":{"type":"string","description":"The node ID of the review thread (e.g., PRRT_kwDOxxx). Required for resolve_thread and unresolve_thread methods. 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| |
| 3 | + | |
| new file mode 100644 | |||
| @@ -0,0 +1,3 @@ | |||
| 1 | +event: message | ||
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The agent will create a pull request with the implementation. You should use this tool if the user asks to create a pull request to perform a specific task, or if the user asks Copilot to do something.","inputSchema":{"type":"object","properties":{"base_ref":{"type":"string","description":"Git reference (e.g., branch) that the agent will start its work from. If not specified, defaults to the repository's default branch"},"owner":{"type":"string","description":"Repository owner. You can guess the owner, but confirm it with the user before proceeding.","x-mcp-header":"owner"},"problem_statement":{"type":"string","description":"Detailed description of the task to be performed (e.g., 'Implement a feature that does X', 'Fix bug Y', etc.)"},"repo":{"type":"string","description":"Repository name. You can guess the repository name, but confirm it with the user before proceeding.","x-mcp-header":"repo"},"title":{"type":"string","description":"Title for the pull request that will be created"}},"required":["owner","repo","problem_statement","title"]},"name":"create_pull_request_with_copilot","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":false,"title":"Create repository"},"description":"Create a new GitHub repository in your account or specified organization","inputSchema":{"type":"object","properties":{"autoInit":{"type":"boolean","description":"Initialize with README"},"description":{"type":"string","description":"Repository description"},"name":{"type":"string","description":"Repository name"},"organization":{"type":"string","description":"Organization to create the repository in (omit to create in your personal account)"},"private":{"type":"boolean","description":"Whether the repository should be private. Defaults to true (private) when omitted.","default":true}},"required":["name"]},"name":"create_repository","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"destructiveHint":true,"idempotentHint":false,"readOnlyHint":false,"title":"Delete 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If specified, it will be used instead of ref"}},"required":["owner","repo"]},"name":"get_file_contents","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get a specific label from a repository"},"description":"Get a specific label from a repository.","inputSchema":{"type":"object","properties":{"name":{"type":"string","description":"Label name."},"owner":{"type":"string","description":"Repository owner (username or organization name)","x-mcp-header":"owner"},"repo":{"type":"string","description":"Repository 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latest release"},"description":"Get the latest release in a GitHub repository","inputSchema":{"type":"object","properties":{"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"}},"required":["owner","repo"]},"name":"get_latest_release","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get my user profile"},"description":"Get details of the authenticated GitHub user. Use this when a request is about the user's own profile for GitHub. Or when information is missing to build other tool calls.","inputSchema":{"type":"object","properties":{}},"name":"get_me","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get a release by tag name"},"description":"Get a specific release by its tag name in a GitHub repository","inputSchema":{"type":"object","properties":{"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"},"tag":{"type":"string","description":"Tag name (e.g., 'v1.0.0')"}},"required":["owner","repo","tag"]},"name":"get_release_by_tag","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get tag details"},"description":"Get details about a specific git tag in a GitHub repository","inputSchema":{"type":"object","properties":{"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"},"tag":{"type":"string","description":"Tag name"}},"required":["owner","repo","tag"]},"name":"get_tag","icons":[{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAABTklEQVRIie2UPUvDUBSGn5PW2qnYwUXExWhNpY2CUKT+BB10E3R0dnbrppuKLgouHbr5X5qlKRIFB+cuguBHj4O05KYfNsVJ+m7n3Hue54ZcrhDKQqGQTX1YVwg7QIbx0gh8b7VTJMMrqS+5RtgD7oDX2GhhC6UcbhkCVLZVuX1sesex4YCdX6uAGgIrsicjlrTGgQ9KVPDnmQgmgongPwgkXNiOq8ADMAtkx4UGvtflJvus20ANeIlN/vW5/kkt8L3D2HD6P9dRgSI8dQcc9w1IR3acBE3vbFSp8ZMVnoFSqJ/unZDe3pAYXyDIJarn9opbDZrewaAh2y7Oy5S1r6h5QG2Xxbw3piDw6xe244oKyxFmC5ihc+tS1qaqngKJyAEBGmZvSGzHVYT790T7aPozsaFoFZGboFGvDJsbOYuOuxuuc7n1uaV8sRSH8Q1DUVLnYLty3gAAAABJRU5ErkJggg==","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get team members"},"description":"Get member usernames of a specific team in an organization. Limited to organizations accessible with current credentials","inputSchema":{"type":"object","properties":{"org":{"type":"string","description":"Organization login (owner) that contains the team."},"team_slug":{"type":"string","description":"Team slug"}},"required":["org","team_slug"]},"name":"get_team_members","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get teams"},"description":"Get details of the teams the user is a member of. Limited to organizations accessible with current credentials","inputSchema":{"type":"object","properties":{"user":{"type":"string","description":"Username to get teams for. If not provided, uses the authenticated user."}}},"name":"get_teams","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"Get issue details"},"description":"Get information about a specific issue in a GitHub repository.","inputSchema":{"type":"object","properties":{"issue_number":{"type":"number","description":"The number of the issue"},"method":{"type":"string","description":"The read operation to perform on a single issue.\nOptions are:\n1. get - Get issue details. Also returns best-effort hierarchy flags (`has_parent`, `has_children`); `parent` and `sub_issues_summary` are optional relationship summaries, and `closed_by_pull_requests` summarizes the pull requests configured to close the issue as `total_count` plus up to 5 `references`.\n2. get_comments - Get issue comments.\n3. get_sub_issues - Get sub-issues (children) of the issue.\n4. get_parent - Get the parent issue, if this issue is a sub-issue of another.\n5. get_labels - Get labels assigned to the issue.\n","enum":["get","get_comments","get_sub_issues","get_parent","get_labels"]},"owner":{"type":"string","description":"The owner of the repository","x-mcp-header":"owner"},"page":{"type":"number","description":"Page number for pagination (min 1)","minimum":1},"perPage":{"type":"number","description":"Results per page for pagination (min 1, max 100)","minimum":1,"maximum":100},"repo":{"type":"string","description":"The name of the repository","x-mcp-header":"repo"}},"required":["method","owner","repo","issue_number"]},"name":"issue_read","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":false,"title":"Create or update issue/pull request"},"description":"Create a new or update an existing issue in a GitHub repository.","inputSchema":{"type":"object","properties":{"assignees":{"type":"array","items":{"type":"string"},"description":"Usernames to assign to this issue"},"body":{"type":"string","description":"Issue body content"},"duplicate_of":{"type":"number","description":"Issue number that this issue is a duplicate of. Required when state_reason is 'duplicate'."},"issue_fields":{"type":"array","items":{"type":"object","properties":{"delete":{"type":"boolean","description":"Set to true to clear this field's current value on the issue. When false or omitted, this property is ignored. Cannot be true when 'value' or 'field_option_name' is provided."},"field_name":{"type":"string","description":"Issue field name (case-insensitive). Must match a field returned by list_issue_fields for this repository or its organization."},"field_option_name":{"type":"string","description":"Option name for single-select fields. Validated against the field's options before the API call. Cannot be combined with 'value' or 'delete: true'."},"value":{"type":["string","number","boolean"],"description":"Value to set. Use for text, number, and date fields (date as YYYY-MM-DD). For single-select fields, prefer 'field_option_name' so the option is validated before the API call. Cannot be combined with 'field_option_name' or 'delete: true'."}},"required":["field_name"],"additionalProperties":false},"description":"Issue field values to set or clear. Each item requires 'field_name' and exactly one of 'value', 'field_option_name', or 'delete: true'."},"issue_number":{"type":"number","description":"Issue number to update"},"labels":{"type":"array","items":{"type":"string"},"description":"Labels to apply to this issue"},"method":{"type":"string","description":"Write operation to perform on a single issue.\nOptions are:\n- 'create' - creates a new issue.\n- 'update' - updates an existing issue.\n","enum":["create","update"]},"milestone":{"type":"number","description":"Milestone number"},"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"parent_issue_number":{"type":"number","description":"Issue number of the parent issue. Only used when method is 'create' and cannot be combined with issue_fields. The new issue is created and attached to this parent in the same operation.","minimum":1},"parent_owner":{"type":"string","description":"Repository owner of the parent issue. Must be provided with parent_repo. Omit both to use owner and repo. Only used when method is 'create' and parent_issue_number is provided."},"parent_repo":{"type":"string","description":"Repository name of the parent issue. Must be provided with parent_owner. Omit both to use owner and repo. Only used when method is 'create' and parent_issue_number is provided."},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"},"state":{"type":"string","description":"New state","enum":["open","closed"]},"state_reason":{"type":"string","description":"Reason for the state change. Ignored unless state is changed.","enum":["completed","not_planned","duplicate"]},"title":{"type":"string","description":"Issue title"},"type":{"description":"Type of this issue. For updates, pass null to remove the current type. Only use if issue types are enabled for this repository. Use list_issue_types to get valid type values for this repository or its owner organization. If the repository doesn't support issue types, omit this parameter.","anyOf":[{"type":"string","minLength":1},{"type":"null"}]}},"required":["method","owner","repo"]},"name":"issue_write","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"List branches"},"description":"List branches in a GitHub repository","inputSchema":{"type":"object","properties":{"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"page":{"type":"number","description":"Page number for pagination (min 1)","minimum":1},"perPage":{"type":"number","description":"Results per page for pagination (min 1, max 100)","minimum":1,"maximum":100},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"}},"required":["owner","repo"]},"name":"list_branches","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"List commits"},"description":"Get list of commits of a branch in a GitHub repository. Returns at least 30 results per page by default, but can return more if specified using the perPage parameter (up to 100).","inputSchema":{"type":"object","properties":{"author":{"type":"string","description":"Author username or email address to filter commits by"},"fields":{"type":"array","items":{"type":"string","enum":["sha","html_url","commit","author","committer"]},"description":"Subset of fields to return for each commit. If omitted, all fields are returned. Use this to reduce response size when you only need specific fields, e.g. just 'sha' and 'html_url'."},"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"page":{"type":"number","description":"Page number for pagination (min 1)","minimum":1},"path":{"type":"string","description":"Only commits containing this file path will be returned"},"perPage":{"type":"number","description":"Results per page for pagination (min 1, max 100)","minimum":1,"maximum":100},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"},"sha":{"type":"string","description":"Commit SHA, branch or tag name to list commits of. If not provided, uses the default branch of the repository. If a commit SHA is provided, will list commits up to that SHA."},"since":{"type":"string","description":"Only commits after this date will be returned (ISO 8601 format: YYYY-MM-DDTHH:MM:SSZ or YYYY-MM-DD)"},"until":{"type":"string","description":"Only commits before this date will be returned (ISO 8601 format: YYYY-MM-DDTHH:MM:SSZ or YYYY-MM-DD)"}},"required":["owner","repo"]},"name":"list_commits","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"List issue fields"},"description":"List issue fields for a repository or organization. Returns field definitions including name, type (text, number, date, single_select), and for single_select fields the list of valid option names. When repo is omitted, returns org-level fields directly.","inputSchema":{"type":"object","properties":{"owner":{"type":"string","description":"The account owner of the repository or organization. The name is not case sensitive.","x-mcp-header":"owner"},"repo":{"type":"string","description":"The name of the repository. When provided, returns fields for this specific repository (inherited from its organization). When omitted, returns org-level fields directly.","x-mcp-header":"repo"}},"required":["owner"]},"name":"list_issue_fields","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"List available issue types"},"description":"List supported issue types for a repository or its owner organization. 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When omitted, returns org-level issue types directly.","x-mcp-header":"repo"}},"required":["owner"]},"name":"list_issue_types","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAABxElEQVRIibWVvW4TURCFv0vlNEDcIHAkKAERJOIKSjoUArwBPwUFFaKIIngAJARCPIgdh4cgRBYt6ZIAEYEqdhpEw0fhCbkKa68dxyNtsfNzzpnZu3NhwpYGBdUqcA+4A1wEZiK0DawD74FWSml3JAJ1CngGLAIngU1gFfgZKWeAG8AFoAu8At6mlH6VtqTOqJ/UP2pDnRuQO6c27VlbrQ0Dvq121Fulag7q5qPmW18SdSqUd9Qrw4Jn9bNR21YrRQkvYixDKy/AuB3jWjocqKpdtXFU8AxrOTqZzp2PgvnaMRDUA+tB7mypG+OCZ3hbahPgRPguAR9LihaicEu9WcKxClzOi/fU1wPAk7rjgX0uEfNG3cs7mJjtE+wA5/olpZQEHgNf6K2NJyW4NeD7v7c4WptjSc0svlMjdzyM2fbdOyOA7x/T+7mzGj9H8xgIWuquevpw4HmsivkxwBdC/WJRsBKLqqPOHgH8aqybtcJlF0m1WLndUToJ5V31q9r3NOYk7Wh1Wa0PyK3HzA3l/4H3uzIrwFNgCThF7/x/AH5EylngOnAe6AAvgXcppd9DEWRE08DdeIou/RVgJaXUGYQzUfsL+zmwV7BtIq0AAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"List issues"},"description":"List issues in a GitHub repository. 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Use this to reduce response size when you only need specific fields; omitting 'body' in particular drops the largest per-release data."},"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"page":{"type":"number","description":"Page number for pagination (min 1)","minimum":1},"perPage":{"type":"number","description":"Results per page for pagination (min 1, max 100)","minimum":1,"maximum":100},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"}},"required":["owner","repo"]},"name":"list_releases","icons":[{"src":"data:image/png;base64,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","mimeType":"image/png","theme":"light"},{"src":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABgAAAAYCAYAAADgdz34AAAABmJLR0QA/wD/AP+gvaeTAAAA+ElEQVRIie2WLU5DQRRGzwUEirQCQ9BsoSGtZQHgSFgIsg4JXQCGP8V2QCBIEATZkJDgOJi+MJnMo30TFHmfmzvzfeeKyZ2BROpQvVHfrddDmhkZ4BY4Ai6BD7prAowjIoq7i85nFcGNf6qa1tayM1vAvBZQUg74c/WAHtAD/gMgn6YCT8A2MKwOTaZpCfAF3AGvFdlLx7XqdUVw4186rgWeE8Nn4cU67QLNAS/ASG3qmwVPqdaqjWw9A86BK+CkzaTuAseFBse/AiLiQg1gLzs3Bwb8XIp94AxYL/Af2xordap6v/htHKhv6nTlgBUAh9l6Rx11yfgG8ne/zwh2OysAAAAASUVORK5CYII=","mimeType":"image/png","theme":"dark"}]},{"annotations":{"idempotentHint":false,"readOnlyHint":true,"title":"List repository collaborators"},"description":"List collaborators of a GitHub repository. 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Unresolving an already-unresolved thread is a no-op.\n","inputSchema":{"type":"object","properties":{"body":{"type":"string","description":"Review comment text"},"commitID":{"type":"string","description":"SHA of commit to review"},"event":{"type":"string","description":"Review action to perform.","enum":["APPROVE","REQUEST_CHANGES","COMMENT"]},"method":{"type":"string","description":"The write operation to perform on pull request review.","enum":["create","submit_pending","delete_pending","resolve_thread","unresolve_thread"]},"owner":{"type":"string","description":"Repository owner","x-mcp-header":"owner"},"pullNumber":{"type":"number","description":"Pull request number"},"repo":{"type":"string","description":"Repository name","x-mcp-header":"repo"},"threadId":{"type":"string","description":"The node ID of the review thread (e.g., PRRT_kwDOxxx). Required for resolve_thread and unresolve_thread methods. 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| ||
| 3 | + | ||
modified
docs/README.md +2 -0 | @@ -8,3 +8,5 @@ Choose a language: | ||
| 8 | 8 | - [Français](fr/README.md) |
| 9 | 9 | |
| 10 | 10 | Both trees follow the [Diátaxis](https://diataxis.fr) layout: `tutorials/` to learn, `how-to/` to get a task done, `reference/` to look something up, `explanation/` to understand. |
| 11 | + | |
| 12 | +Both include **MCP (Model Context Protocol)** documentation integrated in their respective quadrants. | |
| @@ -8,3 +8,5 @@ Choose a language: | |||
| 8 | - [Français](fr/README.md) | 8 | - [Français](fr/README.md) |
| 9 | 9 | ||
| 10 | Both trees follow the [Diátaxis](https://diataxis.fr) layout: `tutorials/` to learn, `how-to/` to get a task done, `reference/` to look something up, `explanation/` to understand. | 10 | Both trees follow the [Diátaxis](https://diataxis.fr) layout: `tutorials/` to learn, `how-to/` to get a task done, `reference/` to look something up, `explanation/` to understand. |
| 11 | + | ||
| 12 | +Both include **MCP (Model Context Protocol)** documentation integrated in their respective quadrants. | ||
modified
docs/en/README.md +14 -0 | @@ -23,6 +23,11 @@ This documentation is organised along the four [Diátaxis](https://diataxis.fr) | ||
| 23 | 23 | - [Navigate and refactor code with a language server (`lsp`)](how-to/navigate-code-with-lsp.md) |
| 24 | 24 | - [Run a single prompt and exit (`-p`/`--prompt`)](how-to/run-a-single-prompt.md) |
| 25 | 25 | |
| 26 | +### MCP (Model Context Protocol) How-to | |
| 27 | +- [Use Context7 for documentation](how-to/mcp-use-context7.md) | |
| 28 | +- [Use Wikipedia for research](how-to/mcp-use-wikipedia.md) | |
| 29 | +- [Use GitHub for code access](how-to/mcp-use-github.md) | |
| 30 | + | |
| 26 | 31 | ## Reference — look it up |
| 27 | 32 | |
| 28 | 33 | - [Command line](reference/cli.md) — flags, environment variables, start-up banner |
| @@ -32,6 +37,11 @@ This documentation is organised along the four [Diátaxis](https://diataxis.fr) | ||
| 32 | 37 | - [Skill file format](reference/skill-format.md) |
| 33 | 38 | - [Agent Client Protocol surface](reference/acp.md) |
| 34 | 39 | |
| 40 | +### MCP (Model Context Protocol) Reference | |
| 41 | +- [MCP Configuration](reference/mcp-configuration.md) — All MCP-specific configuration options | |
| 42 | +- [Available Tools](reference/mcp-available-tools.md) — Complete list of tools per MCP server | |
| 43 | +- [Authentication](reference/mcp-authentication.md) — Supported authentication methods for MCP servers | |
| 44 | + | |
| 35 | 45 | ## Explanation — understand |
| 36 | 46 | |
| 37 | 47 | - [Architecture: one loop, three front ends](explanation/architecture.md) |
| @@ -42,6 +52,10 @@ This documentation is organised along the four [Diátaxis](https://diataxis.fr) | ||
| 42 | 52 | - [Thinking models](explanation/thinking-models.md) — where a model's reasoning comes from, why `mm` reads it below Genkit, and why reading it keeps the watchdog alive |
| 43 | 53 | - Package diagram (draw.io source): [`docs/diagrams/packages.drawio`](../diagrams/packages.drawio) |
| 44 | 54 | |
| 55 | +### MCP (Model Context Protocol) Explanation | |
| 56 | +- [MCP Architecture](explanation/mcp-architecture.md) — How MCP is integrated into mini-me | |
| 57 | +- [Design Decisions](explanation/mcp-decisions.md) — Why these technical choices for MCP? | |
| 58 | + | |
| 45 | 59 | ## Scope |
| 46 | 60 | |
| 47 | 61 | This documentation covers the `mm` binary and the packages under `internal/`. The `kits/` and `tmp/` directories at the repository root are not part of the project and are not documented here. |
| @@ -23,6 +23,11 @@ This documentation is organised along the four [Diátaxis](https://diataxis.fr) | |||
| 23 | - [Navigate and refactor code with a language server (`lsp`)](how-to/navigate-code-with-lsp.md) | 23 | - [Navigate and refactor code with a language server (`lsp`)](how-to/navigate-code-with-lsp.md) |
| 24 | - [Run a single prompt and exit (`-p`/`--prompt`)](how-to/run-a-single-prompt.md) | 24 | - [Run a single prompt and exit (`-p`/`--prompt`)](how-to/run-a-single-prompt.md) |
| 25 | 25 | ||
| 26 | +### MCP (Model Context Protocol) How-to | ||
| 27 | +- [Use Context7 for documentation](how-to/mcp-use-context7.md) | ||
| 28 | +- [Use Wikipedia for research](how-to/mcp-use-wikipedia.md) | ||
| 29 | +- [Use GitHub for code access](how-to/mcp-use-github.md) | ||
| 30 | + | ||
| 26 | ## Reference — look it up | 31 | ## Reference — look it up |
| 27 | 32 | ||
| 28 | - [Command line](reference/cli.md) — flags, environment variables, start-up banner | 33 | - [Command line](reference/cli.md) — flags, environment variables, start-up banner |
| @@ -32,6 +37,11 @@ This documentation is organised along the four [Diátaxis](https://diataxis.fr) | |||
| 32 | - [Skill file format](reference/skill-format.md) | 37 | - [Skill file format](reference/skill-format.md) |
| 33 | - [Agent Client Protocol surface](reference/acp.md) | 38 | - [Agent Client Protocol surface](reference/acp.md) |
| 34 | 39 | ||
| 40 | +### MCP (Model Context Protocol) Reference | ||
| 41 | +- [MCP Configuration](reference/mcp-configuration.md) — All MCP-specific configuration options | ||
| 42 | +- [Available Tools](reference/mcp-available-tools.md) — Complete list of tools per MCP server | ||
| 43 | +- [Authentication](reference/mcp-authentication.md) — Supported authentication methods for MCP servers | ||
| 44 | + | ||
| 35 | ## Explanation — understand | 45 | ## Explanation — understand |
| 36 | 46 | ||
| 37 | - [Architecture: one loop, three front ends](explanation/architecture.md) | 47 | - [Architecture: one loop, three front ends](explanation/architecture.md) |
| @@ -42,6 +52,10 @@ This documentation is organised along the four [Diátaxis](https://diataxis.fr) | |||
| 42 | - [Thinking models](explanation/thinking-models.md) — where a model's reasoning comes from, why `mm` reads it below Genkit, and why reading it keeps the watchdog alive | 52 | - [Thinking models](explanation/thinking-models.md) — where a model's reasoning comes from, why `mm` reads it below Genkit, and why reading it keeps the watchdog alive |
| 43 | - Package diagram (draw.io source): [`docs/diagrams/packages.drawio`](../diagrams/packages.drawio) | 53 | - Package diagram (draw.io source): [`docs/diagrams/packages.drawio`](../diagrams/packages.drawio) |
| 44 | 54 | ||
| 55 | +### MCP (Model Context Protocol) Explanation | ||
| 56 | +- [MCP Architecture](explanation/mcp-architecture.md) — How MCP is integrated into mini-me | ||
| 57 | +- [Design Decisions](explanation/mcp-decisions.md) — Why these technical choices for MCP? | ||
| 58 | + | ||
| 45 | ## Scope | 59 | ## Scope |
| 46 | 60 | ||
| 47 | This documentation covers the `mm` binary and the packages under `internal/`. The `kits/` and `tmp/` directories at the repository root are not part of the project and are not documented here. | 61 | This documentation covers the `mm` binary and the packages under `internal/`. The `kits/` and `tmp/` directories at the repository root are not part of the project and are not documented here. |
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