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DocGraph

Universal documentation knowledge-graph MCP server with hybrid full-text + vector search. Indexes local files and remote sources from Notion, Jira, Obsidian, Linear, GitHub, and Confluence into a single SQLite knowledge graph, exposing it to AI agents via the Model Context Protocol.

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// key findings
⚠️
Known vulnerabilities in dependencies: 3 high
Affects packages this MCP installs at runtime. Upgrade or remove the affected dependency.
⚠️
Tests do not pass
Either the test suite is broken or the code regressed. Either way the published behaviour can’t be verified by the publisher’s own tests.
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
🔐
You'll be asked for 11 credentials: AZURE_OPENAI_API_KEY, COHERE_API_KEY, FIREWORKS_API_KEY, GOOGLE_API_KEY, HUGGINGFACE_API_KEY, MINIMAX_API_KEY, MISTRAL_API_KEY, OPENAI_API_KEY, REPLICATE_API_KEY, TOGETHER_API_KEY, VOYAGEAI_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// known CVEs in dependencies3 high1 low

Disclosed vulnerabilities in this server's declared npm dependencies (via OSV). Whether each is reachable depends on the installed versions.

highminimatch@9.0.0GHSA-23c5-xmqv-rm74

minimatch ReDoS: nested *() extglobs generate catastrophically backtracking regular expressions

highminimatch@9.0.0GHSA-3ppc-4f35-3m26

minimatch has a ReDoS via repeated wildcards with non-matching literal in pattern

highminimatch@9.0.0GHSA-7r86-cg39-jmmj

minimatch has ReDoS: matchOne() combinatorial backtracking via multiple non-adjacent GLOBSTAR segments

lowyaml@2.4.0GHSA-48c2-rrv3-qjmp

yaml is vulnerable to Stack Overflow via deeply nested YAML collections

Depend on this server? Get alerted when its CVEs change.Watch this server free →
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
🔐 secretAZURE_OPENAI_API_KEY
configAZURE_OPENAI_ENDPOINT
🔐 secretCOHERE_API_KEY
configDOCGRAPH_DEBUGSet =1 to log JSON-RPC traffic to stderr.
configDOCGRAPH_LOG
configDOCGRAPH_MAX_PROJECTSdirectory. Projects are kept in a small LRU (default =16) so long-running
configDOCGRAPH_NO_WATCH1 (environment variable)
configDOCGRAPH_PROJECTis inferred from the server's working directory, the env var, or the
configDOCGRAPH_WATCH_POLLING
🔐 secretFIREWORKS_API_KEY
🔐 secretGOOGLE_API_KEY
🔐 secretHUGGINGFACE_API_KEY
🔐 secretMINIMAX_API_KEY
configMINIMAX_GROUP_ID
🔐 secretMISTRAL_API_KEY
🔐 secretOPENAI_API_KEYexport =sk-...
🔐 secretREPLICATE_API_KEY
🔐 secretTOGETHER_API_KEY
🔐 secretVOYAGEAI_API_KEY
// full audit trail
The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.
// improvement guidance — verified publishers only
We have 3 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/carrilloapps-docgraph-y12dqz)](https://m8ven.ai/mcp/carrilloapps-docgraph-y12dqz)
commit: d5f5810e0607d0b3d2a26cdcf663997c85811825
code hash: d9f494ee510200f53f406b84acc90be503cd3f931fb5d8b8b74c04590ec3cc4f
verified: 7/5/2026, 9:01:37 AM
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